{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sequential Monte Carlo - Approximate Bayesian Computation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Approximate Bayesian Computation methods (also called likelihood free inference methods), are a group of techniques developed for inferring posterior distributions in cases where the likelihood function is intractable or costly to evaluate. This does not mean that the likelihood function is not part of the analysis, rather that it is not directly evaluated. \n",
    "\n",
    "ABC comes useful when modelling complex phenomena in certain fields of study, like systems biology. Such models often contain unobservable random quantities, which make the likelihood function hard to specify, but data can be simulated from the model.  \n",
    "\n",
    "These methods follow a general form:\n",
    "\n",
    "1- Sample a parameter $\\theta^*$ from a prior/proposal distribution $\\pi(\\theta)$.\n",
    "\n",
    "2- Simulate a data set $y^*$ using a function that takes $\\theta$ and returns a data set of the same dimensions as the observed data set $y_0$ (simulator).\n",
    "\n",
    "3- Compare the simulated dataset $y^*$ with the experimental data set $y_0$ using a distance function $d$ and a tolerance threshold $\\epsilon$. \n",
    "\n",
    "\n",
    "In some cases a distance function is computed between two summary statistics $d(S(y_0), S(y^*))$, avoiding the issue of computing distances for entire datasets.\n",
    "\n",
    "As a result we obtain a sample of parameters from a distribution $\\pi(\\theta | d(y_0, y^*)) \\leqslant \\epsilon$. \n",
    "\n",
    "If $\\epsilon$ is sufficiently small this distribution will be a good approximation of the posterior distribution $\\pi(\\theta | y_0)$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Sequential monte carlo](https://docs.pymc.io/notebooks/SMC2_gaussians.html?highlight=smc) ABC is a method that iteratively morphs the prior into a posterior by propagating the sampled parameters through a series of proposal distributions $\\phi(\\theta^{(i)})$, weighting the accepted parameters $\\theta^{(i)}$ like:\n",
    "\n",
    "$$ w^{(i)} \\propto \\frac{\\pi(\\theta^{(i)})}{\\phi(\\theta^{(i)})} $$\n",
    "\n",
    "It combines the advantages of traditional SMC, i.e. ability to sample from distributions with multiple peaks, but without the need for evaluating the likelihood function. \n",
    "\n",
    "_(Lintusaari, 2016), (Toni, T., 2008), (Nuñez, Prangle, 2015)_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "import arviz as az\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# A trivial example\n",
    "Estimating the mean and standard deviation of normal data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.random.normal(loc=0, scale=1, size=1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normal_sim(a, b):\n",
    "    return np.sort(np.random.normal(a, b, 1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sample initial stage: ...\n",
      "/home/osvaldo/proyectos/00_PyMC3/pymc3/pymc3/smc/smc.py:178: UserWarning: Warning: SMC-ABC methods are experimental step methods and not yet recommended for use in PyMC3!\n",
      "  warnings.warn(EXPERIMENTAL_WARNING)\n",
      "Stage: 0 Beta: 0.003 Steps: 25\n",
      "Stage: 1 Beta: 0.023 Steps: 7\n",
      "Stage: 2 Beta: 0.105 Steps: 2\n",
      "Stage: 3 Beta: 0.358 Steps: 4\n",
      "Stage: 4 Beta: 1.000 Steps: 3\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as example:\n",
    "    a = pm.Normal('a', mu=0, sd=5)\n",
    "    b = pm.HalfNormal('b', sd=1)\n",
    "    s = pm.Simulator('s', normal_sim, observed=np.sort(data))\n",
    "    trace_example = pm.sample_smc(kernel=\"ABC\", epsilon=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_trace(trace_example);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "arviz.stats.stats_utils - WARNING - Shape validation failed: input_shape: (1, 1000), minimum_shape: (chains=2, draws=4)\n",
      "arviz.stats.stats_utils - WARNING - Shape validation failed: input_shape: (1, 1000), minimum_shape: (chains=2, draws=4)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>sd</th>\n",
       "      <th>hpd_3%</th>\n",
       "      <th>hpd_97%</th>\n",
       "      <th>mcse_mean</th>\n",
       "      <th>mcse_sd</th>\n",
       "      <th>ess_mean</th>\n",
       "      <th>ess_sd</th>\n",
       "      <th>ess_bulk</th>\n",
       "      <th>ess_tail</th>\n",
       "      <th>r_hat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>a</th>\n",
       "      <td>-0.039</td>\n",
       "      <td>0.105</td>\n",
       "      <td>-0.233</td>\n",
       "      <td>0.154</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.003</td>\n",
       "      <td>859.0</td>\n",
       "      <td>859.0</td>\n",
       "      <td>854.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>b</th>\n",
       "      <td>0.965</td>\n",
       "      <td>0.135</td>\n",
       "      <td>0.719</td>\n",
       "      <td>1.212</td>\n",
       "      <td>0.004</td>\n",
       "      <td>0.003</td>\n",
       "      <td>1023.0</td>\n",
       "      <td>1021.0</td>\n",
       "      <td>1019.0</td>\n",
       "      <td>935.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mean     sd  hpd_3%  hpd_97%  mcse_mean  mcse_sd  ess_mean  ess_sd  \\\n",
       "a -0.039  0.105  -0.233    0.154      0.004    0.003     859.0   859.0   \n",
       "b  0.965  0.135   0.719    1.212      0.004    0.003    1023.0  1021.0   \n",
       "\n",
       "   ess_bulk  ess_tail  r_hat  \n",
       "a     854.0     906.0    NaN  \n",
       "b    1019.0     935.0    NaN  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "az.summary(trace_example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(figsize=(10,4))\n",
    "az.plot_kde(data, label='True data', ax=ax, plot_kwargs={'color':'C2'})\n",
    "az.plot_kde(normal_sim(trace_example['a'].mean(), trace_example['b'].mean()), ax=ax)\n",
    "for i in np.random.randint(0, 500, 25):\n",
    "    az.plot_kde(normal_sim(trace_example['a'][i], trace_example['b'][i]), ax=ax, plot_kwargs={'zorder':0, 'alpha':0.2})\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lotka–Volterra\n",
    "In this example we will try to find parameters for the Lotka-Volterra equations. A common biological competition model for describing how the number of individuals of each species changes when there is a predator/prey interaction (A Biologist’s Guide to Mathematical Modeling in Ecology and Evolution,Otto and Day, 2007). For example, rabbits and foxes. Given an initial population number for each species, the integration of this ordinary differential equations (ODE) describes curves for the progression of both populations. This ODE’s takes four parameters:\n",
    "\n",
    "*    a is the natural growing rate of rabbits, when there’s no fox.\n",
    "*    b is the natural dying rate of rabbits, due to predation.\n",
    "*    c is the natural dying rate of fox, when there’s no rabbit.\n",
    "*    d is the factor describing how many caught rabbits let create a new fox.\n",
    "\n",
    "This example is based on the Scipy Lokta-Volterra Tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.integrate import odeint"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we will generate data using known parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Definition of parameters\n",
    "a = 1.\n",
    "b = 0.1\n",
    "c = 1.5\n",
    "d = 0.75\n",
    "\n",
    "# initial population of rabbits and foxes\n",
    "X0 = [10., 5.]\n",
    "# size of data\n",
    "size = 100\n",
    "# time lapse\n",
    "time = 15\n",
    "t = np.linspace(0, time, size)\n",
    "\n",
    "# Lotka - Volterra equation\n",
    "def dX_dt(X, t, a, b, c, d):\n",
    "    \n",
    "    \"\"\" Return the growth rate of fox and rabbit populations. \"\"\"\n",
    "\n",
    "    return np.array([a*X[0] - b*X[0]*X[1], \n",
    "                  -c*X[1] + d*b*X[0]*X[1]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This model is based on a simulator, a function that returns data in the same dimensions as the observed data. In this case, the function solves the ODE. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# simulator function\n",
    "def competition_model(a, b): \n",
    "    return odeint(dX_dt, y0=X0, t=t, rtol=0.1, args=(a, b, c, d))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the simulator function we will obtain a dataset with some noise added, for using it as observed data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function for generating noisy data to be used as observed data.\n",
    "def add_noise(a, b, c, d):\n",
    "    noise = np.random.normal(size=(size, 2))\n",
    "    simulated = competition_model(a, b)\n",
    "    simulated += noise\n",
    "    indexes = np.sort(np.random.randint(low=0, high=size, size=size))    \n",
    "    return simulated[indexes]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plotting observed data.\n",
    "observed = add_noise(a, b, c, d )\n",
    "_, ax = plt.subplots(figsize=(12,4))\n",
    "ax.plot(observed[:,0], 'x', label='prey')\n",
    "ax.plot(observed[:,1], 'x', label='predator')\n",
    "ax.set_xlabel('time')\n",
    "ax.set_ylabel('population')\n",
    "ax.set_title('Observed data')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On this model, instead of specifyng a likelihood function, we use `pm.Simulator()`, a \"container\" that stores the simulator function and the observed data. During sampling, samples from a and b priors will be passed to the simulator function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sample initial stage: ...\n",
      "/home/osvaldo/proyectos/00_PyMC3/pymc3/pymc3/smc/smc.py:178: UserWarning: Warning: SMC-ABC methods are experimental step methods and not yet recommended for use in PyMC3!\n",
      "  warnings.warn(EXPERIMENTAL_WARNING)\n",
      "/home/osvaldo/anaconda3/lib/python3.7/site-packages/scipy/integrate/odepack.py:247: ODEintWarning: Repeated error test failures (internal error). Run with full_output = 1 to get quantitative information.\n",
      "  warnings.warn(warning_msg, ODEintWarning)\n",
      "/home/osvaldo/anaconda3/lib/python3.7/site-packages/scipy/integrate/odepack.py:247: ODEintWarning: Repeated convergence failures (perhaps bad Jacobian or tolerances). Run with full_output = 1 to get quantitative information.\n",
      "  warnings.warn(warning_msg, ODEintWarning)\n",
      "Stage: 0 Beta: 0.025 Steps: 25\n",
      "Stage: 1 Beta: 0.054 Steps: 8\n",
      "Stage: 2 Beta: 0.086 Steps: 6\n",
      "Stage: 3 Beta: 0.133 Steps: 18\n",
      "Stage: 4 Beta: 0.196 Steps: 15\n",
      "Stage: 5 Beta: 0.454 Steps: 18\n",
      "Stage: 6 Beta: 1.000 Steps: 2\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model:\n",
    "    \n",
    "    a = pm.Normal('a', mu=1, sd=5)\n",
    "    b = pm.Normal('b', mu=1, sd=5)\n",
    "\n",
    "    simulator = pm.Simulator('simulator', competition_model, observed=observed)\n",
    "    \n",
    "    trace = pm.sample_smc(kernel=\"ABC\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wVA/ePtQe3K53yBezonlUug96RRvUaA0MyAZ7vKaG1iS9iaBZmmvsbYPiDFYYkJ69A819+NeeZs1cIiV7Tveie9AbNjVBsnPQBIHjROeg5X6RjOIvsaAlxa6TPdigGGCJl03HOvGP3ea9+oLAg+++Y+0DwaI2AGLqtG194QPdB5r7NO+XekCsd9CH1/e3WpqSggw0YlwjCBxffXY3+od9eOCGJchwjq3JqBPBx8+ahL/ecTYA4N8f2oRntp6gvDSCSBJGnoQNR8IVlSFvAC/vbQ4q3Epk74hf4Ka9Xye7BnW9NPE88bIsifIAJQKrSqkvIOCFXafx8p7m4L6bGzqxpTE0LcmmYx0xHd9siKOs4J/pHcbbh9pwuHV0DF5NAy1B3iDlJMCJrFaa6LxD+TqDc9ZFCZt1STnqSiPYqCBKc+8QujzxTTVwtH0AO09241S3tfLv8vOZas+eupvJfcOr8lgKAo/5XdJhIhJIqd/4BCGsL21u6IzrZXisPfyZPdzarzmYo26LQ6398Hj9puSXIQONGNc88l4D3j3cjv+6oh515bmpFidlzJ+Uj398YTWW1RbiG3/dg7uf2om+NFK2CGKsY3XMwzMS+rHWCouUDQSvXzDtzdlxojsYdhMpX+RBPCN+zaR3NXLehS9gXbNp7x/BO4fbg8paorA6z5DsQfEGBJzRCUNVtoW140cqxr6AgA1H2jEw4o9oe3kUfdArhttF8+aYP6s2yrN/eKoHAyP+uLxBL+w6jQ8aOiOOHWu1Uk2iHCIg8KCxJdPcO6QbJeJ2hKu70WSUQ4yVCrW8z86T3RGK9pbGrogBGKvI/cBq7p1fei4dUvjdkdZ+HGyJLCh0sKUPL+w6jZbe4Yh1iYEbfAux70wf3jzYlpTc0k3HOsI8bL4Aj3g3x2v8q/uO1mCOcskHDZ1R85O1IAONGLfsPtmDn6w/hI/Oq8ANy2tSLU7KKc5x4/FbVuBrF8/Cy3tbcOl9G1JS9YkgxjNm9d3XD7Rixwnx+QsIAvac6g1TWGRjaMQvGBoLbf3DaOuPrnCpdYhT3YN4/UBrmNdIj1YprMcfxUDr9ngjlMudJ7rRM+jFsD+xyphZD9eLu89g98ke2CxOXhWvB62ldxhdHi8OtfSFLe8b9qFZYSBuONKBV/a1WJKNqz4BsQjGC7tOaw68KftPY4cH7x5uDxqJnIthaLLR2jPoDQ8D06FF2kY+tMBD3iazbScIHDtOdMMTQ47S3tO9eL+hE72Doevd0tilW+3Qbg+//9EklD1oSo+J8j4qPa9KlCFsfcM+dAyMoL1/BCe7onsW5Waz6gmTZZT7+P7mPhxqCS8oNOwLBJd90NiJYV/A1H16YdfpsO9v6QwAARoeNJ33VodHfJ+oPWuJQD3gtPtkT8QzEe2yo/VH9WUN+SK3VxpxLYrnaXtTpHGvBxloxLikf9iHLz69E2W5bvzf1QvSvgzyaGG3Mdx1/gw8e8cqAMAnfrsZ9756yFJcNEEQkcQzJts/7EdDhxjeJCMrT76AYOid23ysE5uPdVoW0Ki8unqEWJ4bbWDEF5znR40/IODdI+3Ydjx80Ed+95pxqljxvASkbYe8gaiFWY53esLkNvNzYDa/C9A2ypVGm/Kq3jrYhnZF1bt4IhnClEDJK3KiUyzsojyuull9ASGoNHYNinPfyR6Xdw63i2FgJs8veyOUspgtWtE16MXJLnGgQG3YK48QVsZ8xA/PiB89Um6Y3A+MvE6HW/vDcsnEYxrL5nJEqsfKy/IFBDS0RxqDSu/MWwfbsPFoBzYd6wgOxijpHfSpipBY92r2DvmC/d9hMAihHgR4ZV9L1MEZreexb9iHo20D+PBUT8Rzp95at40T6Exv7x8xvPcdAyMRoadG7xm5PxoZUeq9+zRyi/XOIHCOjUejD4oBZKAR4xDOOb77/F6c7BrEfdcvRn6WM9UipR1Lagrx0pfW4KqFVbj/zaO48oH3sO8MFRAhiHTBL4hKh6BRtSwgcMthcZGTtBpsy4ERDY/XiF80wrSQFeWewXBlyOg8vUM+tPePgHOOMz1DlrxWcsjk+w2d2Ha8CwGBo1Gq/KcVOrVX8X4zM2BnJVxNPp7AOXoGvfD6hbBzmDE8rYS1ycdTHlVWzgMCx66TPXjrYFtw4M3IAysfa8RnfZDuH7vPBD0WylPI9/Fk1yB6B31imK7GvbUr2khWoo+29Ut5PUrDJbTP6wda8fqB1uDxZJvkQ4MCWFrzB5odDLDb9O/jntOR5zQ7EDHiD+Dtw23YpRiUOSF52fqH/fjXh82m5FPKpGVUGhEtZ04vpHnfmV40dniw7Xi4F9GsB01NQOC6BpHRfRrxB7DpWEfEoFA0QrmEkXRKbSKHRGtV/FTLpOVxS0SUryP+QxBEevG3Hafx/K4z+Mq6OiyrLUq1OGlLXoYT9167CJfOr8Q3/74HVz2wEV/4yAzcdf4MOMfhJN4EMRrE46y3hyn1oeVqj8QHjZ1o7x/B/Op8xfbGGoFy9eHWfkMPEQcslzePpWy7XKFvblUe9p3pwzzF9URDNgLk6/D6hWB5/iFfAJkuu+b2oqyJzYcLHheiByovw4m6itzgMjNnW7+3BVcsrIpY3jfsQ5bTDofGO1mu7jnsCwQLS/iF0GS6ZibolfXPQJxtEmagSV+UXqOSHDdWzygJ20fZV2QDc98ZDWMKYn9UTr8gPxPyfVUOWHQMjCA3wwG3Q78omNpePNk1CJfDhvK8jLDrUW5nZvzAnIEW2q69XzQIlEr+ia7B4ABNmMwCjwjVVfZrh81mGIJoFS0ZjDDzXIUZ6tK/u0724FR3pEf/SGs/9jf34aPzKiOMT0HgwWu3WnBES8ztTV3oG/KjQBrQtzGGLo9Xc6BGvbvmwFICXjGkhRHjiob2AXz3hb1YMbUId50/I9XijAkurC/Ha18+F5cvqMQvXz+Cqx7YiP0aP5IEQeijVE42HGmPyAFRojcPk82mbaCpFQBZAdcawddDOZp9oLnPMLRO4ByDI9Y8dLKMet4pI31FVsqtFC+QjQCnlFukDNOO5olLdFly+YrlNu4b9oWNzuvprTxM+ZcNzgAEgQf/3jrYhi3HtfOdZK/olsYudEp5PeK1hZ/QyJMRUBk6sRIWnqvheZE9JEPeALY3dcMXEMLOaeTVFDjH/jN9YR6fQNDDLO2v2H7j0Y6oYWQBLk4sL4cp7jjRjfcVoZ3K0E352TbTRhwcTZ0e7FU8m+qcMuVRrBhB6vu49XgX3lNc55DPn9DiX8oJ482gbh61vA3tA3jxwzPBQRXl86Kmd9AXPL9W/mqA85hz9pTRBL1DPggCx6nuIfQN+0L9iel70U0Z4Qmw0MhAI8YNI/4A7n5qJ1wOG3553aKw0ATCmIIsF3553WI89Kmz0NY/jCsfeA/3vnpIM8yJIAh9Br0BdHm8mlXUADHpvkmnYIDylaX8gVd60PQUsGhKgxV1gXNjj8oLu05H5K3K26vfuqFcrOgSWClBvflYJ4a8gaC3fyQQelfJYaFKj0uYrCaNkRd2ndat+KjE6BrFHDRz5+OcY/3eFmxr6saLH57BoVbRyO8cUOXQSJ/yZQwpvEcBIaS4mvOgJd6baJSD1tTlwanuQby0pxk7ToTuj5ERebwjcrJj+Rx6+2nNOagkEODY0tilO8gRbjyLn3phqMr7LnDRI6QsLqK2H8T+KckhRIar6mkushyNHR6M+AMRfVPvmq14jH0BAd0eL7Yd79Kc/sMIdT9XdoP2/pGgl1fWKwSdd4YvIODtw23Bfq01D6TAeXB/m1VLRpLL6xfw9qE2bFUMgJgJyzR6nkPhzsbHMDMYRQYaMW74yfpD2HemDz/9+EJU5memWpwxySXzKvDal8/DFVJu2uX3v4edGsnNBEFoc7hV33Mmo+ehlkeC953pDfMWKD1u7xzSGdVV/N85MAJBED0EcuiUkd7h9QthCnBjhydqWXz1qLasRAmcayr9yiW9Q76I6nCxMOj1B6cAUBqMAufoVozAq7FilBzvjDyGOv9PnhdLOYmtUilv7dUzPMPlkO+RXJI7mnEYMsCUxrwQEZ5ndO+VHhwzZc/NTJdg1L4ZirDDQW+ozxkpxvub+8K2BRBm4IjFSqyhHHzUGojU8mDrGWjK+ey0jCH1vGmcR15vWM6djswC58FQz62N5n+XrUSvvnWwDe8eaTcsvKN/IvV5Qws2HeuIeG5C3qrw9lHPUac1WCQIinnW/Byne4ZMG6LqAQxllUX53EZVX41OwzWeSS0+aOyMug0ZaMS44K2DbXj0vUbctGoK1tWXp1qcMU1htgu/uHYR/nDzMgyM+PHvv9mEH/5zf1LmLCGI8UJrn3nvj54yKhto6pFrpUdCb1/lj/2xdg9e/PAMtjR24fUDreJ6AxX2rUNteEPaDhDnS4qmh6vVF1nRH/ELYXkwQe+SQrfVyjeJhQDnQQ+asqCBrLQb7WcWzsXpA+TjDXkDeGVfi6Yh3q7wAMpKOec8LPxPibqN1VLlZhgXuJIvQ3k5XR5vWIEZ5acWSmPq1f3Ry/2babkA57qGnJ4sFtOdQucSOLZZKF0uo8zBHNCswhf5zGl5Bo+2DYR5y7UuW+1B05p6XjldgP4zjuAN6BkyPyl2NK+QPKADhHtjraI+i/q7+th6HjS1Ma4VahhQDASN+APYdrwLHpM6itz6WvdKNiLVBVDC9jcV4hidaJViyUAjxjxtfcP46rO7MbsiF9+8dE6qxRk3nD+7DK9++Vxct7wGj7zXiEvuezcsRp8gCBFBqsoWL3q5FOZyX0K0qOaxaur0GGoMWhUho51TrVArN/d4oyi8CZrVQxBCYaEBxUEFwVhBUs/ndri1X7MMOiB6+9490o4DzaJB5pPOo1UZUEkwh8lQfn0vChAe8hp27KBhpq9oKrczUtDNlsTXk1GLQIDrbqfXr6xOPK7cz0wYqhrlPnLoXW5GqG6eUpyW3mG8sOu0pgctovqxGeVdw4Om7H96tyTAedCaMfVOiNI/ALHq6ntHO3CwpT/uyeTVt1ArNFGJ3mTppjy5Gp56s5VtZTm17qeZNjAT4mimO0ernEoGGjGmEQSOL/9lF4a8ATxww2JkOPWrNhHWyc1w4kcfm4+nblsJALju4ffx7b/viWliUYIYrySqKKBaUZF/7M0o0UoZ1N6jXSd7TFWgUxJNYVYXN4imHCnPb7U6nP4xuWYbBRQ5PlqoFbsDzX26EwnLSpwcdqj0dMhoKWyxjLJHKLgm94/mVbViJMq094+Ehda29Q/jdM+QKUNK4FzXS6m3PHYDTXt5tKkUlN4c2ZNh10lm2q2Ty6iFVl/QujYzYXKax9HZTzm4U5jlkrbXP7/MfmmgYWDEH/fE0Z2ekTDvV7TAU4GL/U8dAqp1T4+1D4S1Cxci+5LZKB9Dj7KZHDQzIY4mLPVo3koy0IgxzW/eOYaNRzvx/SvrMaMsN9XijFtWTS/G+i+di9vWTMWTW07gsvs36I44E8REQ13AIFbUOqWWd0iPaAqB1SydaAqzWpFRvw/ksC9Z+VIeL1ZlXGZSoZhjLIYyisuUXjGtueNkbIzheKcHrX3mK0Yq0XrvaZ2KG6yTMcpDAiI9feqjC1EMsKCCbmCd6xn/m4514HDrQNBQ23xMnG9O9iQaoSyCESY157rXZLVLyNeeiCInshGuN/eaNbkil6mPFRB4cPJ3K3BB/9lRvjvksF95W/Uk1UrkirA2Zm0uPiXTS3OC/+9o6sEr+1rE6ohR2nDb8S68+OGZYAVSGa1nd+/p3rAJoZUhjjJWPWhaWI1WiGejaO1NBhoxZtne1I17XzuMyxdU4hNLJ6danHFPpsuOb19Wj6dvWwlfgOOahzbj3tcOx/xSJ4jxgt4P/smuQby+v1V7pQZH28JHieV50fQV9RDqqopqzBxDidkQx1Pdg2jrjzR2DrX0h01arWwjq7KokT0dSkNMmc8hCFzX8JC9C1bDtW2M6Rp9WkvlHBYjwziaEaA0wF7YdRpH28KNI3Woo97+Rh5YI2O5Z8iLTcc6sOtkyINkxrDoHvRpejO0QvvMyGGErsGisUwvhFj2HMnt2DfsC4ayWkWrfdQSHmsfsFzCHpBLy+sPPMjIc4ZZMV4ZY7oTU0ejJIJYRRoAACAASURBVMcdPH+nZwTDvgA+aIheBEMPPbFH1NVKVbconvw5K3T06+c7Bp9JE8eJ1ufJQCPGJD2DXtz95A5UFWTgfz82P2o4A5E4Vkwrxsv/sQZXLazC/W8cwbW/3Wxp/iKCGA0YY+cyxv7BGDvNGOOMsZtN7DOfMfYOY2xI2u+/WBwvl50nezTzsYxQlh6XT21G0XozygS10cqOqzEb4ri9qRubj2kbO0qjUamsxTspsl1Rylo+Utg8aBqj6zIZzki1x8wt9hsYfbEqospKnUBkmwdLsEvLldUC5fVG1TAFztE5MIITXYNwWK5FjuBceFbn1jrVPYh3NQo7DPoCum0YqyNM7z5r3VJ5zjw1Pr9soCE495xeyGs0Tmjsp+4f6sEUs/2nb8gXNu+ZHi7Jg2alW9qYeQ+U1r5qhnyBMI+XFfSmKFEezy8IGmHW5ozqeEPSjUJeh3wBbG/qwo6m6BFG0fo8GWjEmINzjq/+ZTfaB0bw6xuWID/TuNIVkXjyMpy499pFuP/6xTjY0o/Lf7WBCogQ6UYOgL0AvgQgahUBxlgegNcAtAJYBuCLAL4G4CuxChDLVIzKCofy/lYLOWjRO2RNyY52yjM9w3hpT7PhNhwIujJ4xAqRomyXJbkABOe4DAihaoHKIi0BQd9Ak70LYeKY0Nj8AUFXgTXc20KIo1YonBK5P8jbRStM0+0RFfphX8BwXlC3Qzt3O9EeiTcOtKK1dxi5GQ4srS0KWydwHtNAn66BpuFD08sxkz1HAo9/8CAWzD6be9UFSRQoxZannlBfy4JJBbr7M8bQ1BmbUcoY0+zmevMQxoqyIIvPH/mMm43miTfE2ogDzX041T1kKp8vWug6GWjEmOORDY1442Abvn3pHMMXDpF8rlxYhRfuWo28DCc++cgHeGRDQ8yjyQSRSDjnL3HOv8U5fw6AmV/uTwLIAnAT53wv5/yvAO4B8JVYvWh6IVVmURoiWsgj5XLOiRH9Fr0g0bx2zb1DURUigXP0Scrngea+0DGZchtgxdRiS7LJCqjAuaYHjRso2loGWjTsNga/wHW9lIl65e1VTZocaaCF96doHgOlJ8JhYKC5HNrrkqHIegMC+of9EeaTIHB80Ji4QT65qZShlg6VB03OZZQ9MYNef8Sk4MlA/Vp457D23IZqzIYsOhXPhxK3wxaWL6bExqx7SmUYi92LnO1yRN9Ig50nuyP6v9ooWltXpnl8q5K6HXbNuXVLc90WjxROtHxOMtCIMcX2pm7cs/4gLplbgZvOrk21OASAmeW5eOELq3HhnDL88F8H8LXnPqS8NGIssgrABs650tv2CoAqALWxHDAWD1rY/tIB9EZjZc+amdNYzS+xWnLbbmMRhuLxjtCIfO+QLzi/m9K7IXCOgixrURA2FlJAZSVUmYNm5EEzY8yqyXTadY2Vo2396PboK/XtFubnUk+PoDYy/QLHqe7BoHfzWHt4yKMRdp3wPgBRwx+j5TdaJcftiDBSlLerJEdf8Z1UmBX2Xa8NfAEBxzs8YXO7uVXGuZbnUG0kxjvIEi/ZLoeuUaVEmesYLBKiYeDreVIFLoY4lhq0fTIozI49Akrt4fWp+ml+lhPZbg0DzaIx6bAxLJ9aFLHcHmffoBw0Ytwg551VFmTgno8voLyzNCI3w4mHPnUWvnjBTDy3/RRu+eNWyyP2BJFiKiCGNyppVayLgfjeUbKHTG9C02hV/JRYLW0/YnGQJTfDGaFwKIuEANohebGMvBdlu2C3MdEIk3ZXntsv6FcLdMaQi6U3fYvXL2DfmT54vP6wObQShTqk0hcQsL2pO6ZpCoyUSaPwRyD6hLpWmVWRGxGCGD7Zs/a9y3E7MLkw0pOhhzpXSO1NMTMtT6Zim4vnxvgaiIM1dSWYV50ffBco0dOBZC+xelDGxvQNTtnTmJOEfiyjJW9BlvUQZxn1+8Qv8Ijr0+raViPG9V4ZyY4VIgONGBNQ3ln6wxjDV9bV4ScfX4DNxzpxzUObg3MHEcQYQf2by3SWgzF2O2NsG2NsW3+/dlJ7vB40WXGOZsQkIxStb8hnyXtgZyyo+Mih52rPX2OHB28caA0b7edcu6CDGllRznY5RAONMQiCtrIVELiuERPLuJ5WYREgPCRMK+cpnTAKcRxtL1G088nGdaSyzeIemC3Pywj+r3dflWS5xH43tSR7VOdZLchyoSjbFTTMHBoGmlPnnsr7RDwDTP+dJFdijaWYjFlWanih5PaNBfVEz76AEFEIxqZxwVanZnDZtWWMd2LvaJCBRowJfrehgfLOxgifWDoZf/jMMpzqHsLVD26KqZwwQaSAFkR6ysqkz4ha+ZzzhznnSznnS3Nz8zQPGG+RBbN2V7LSPq2EA9oUeSh61fIAcc44pbwCN2fcyLLIRitjTJyQWmU7i/ligm6YtVbIUzT0FHO5yqEokOXD6jKnMg/F2YkNNTPykkXzoCUaZmAoACGlvaYoPJwx2n5mWDktlO9oJv8pU5IlkUasnnd3SnF28P8VU4uwZmZp0CDVMrCVRpvymZI9aBHn4doGS/gxk9MXFkwqQJnCOJbRK1BjRK3UTlqeXXUhGK37plXsZ6bOPLpuhw1Laws11yXZPiMDjUh/Nh3rwD3rD1He2RhizcxSPPO5lRjxC7ju4c1osJArQRApYjOANYwxpRaxDsAZAMeTccLFk7V/+K2i9KAlUrFX5+yElkcqVUrPRrRCHMqcprryHFNeLVlxlLd1ORiaOj0RpepddhsEAfD6tbWnLJcd59WVRj+hgrwM7YiNWEINzVCQFRkuqofZnCFjA83UIeKWQUZtkKtzrJwOG65aVI2qgvBwRruNJdRQynJHNw6yYixiYYSeB6cqP/TqUV+n1v3TGwhxBj1o4ecReHRDsyjbheVTi1BdYD6UVO89ocRKVdVolEjFObSeP7Uhq9VuSgMtP9OJqoJMTCvNjtgOAOrKc3UHaGKt+HnWFHPvfTLQiLTmdM8QvvDkTtQWZ+Gn11De2VhiblU+nrxtBfwBjuseft9SQjtBxAtjLIcxtogxtgjib12N9L1GWv9jxtgbil2eBDAI4I+MsXmMsasB/D8A9/IElCbVCsuuKc4KjgYnCnXY1rzq/KDR5rLbsHJaselQLT0PmlbVP6Ui5NYJCZJRhgZOKc4OUxr1crmyXHbUledimVSePUNn5N3ttIuT5eqUoGdMDB9T5/RMLsrCZfMrI7ZfVluEQp2pAJRGVCKr19oYM11oSU82NUa/nfFPHG7td9nGEOZxVD8bcuiY2jtqYyyqB8gKyj6g1z7FOdrtuzBKJI9stJTkuHFRfQXKckPGl960GcprUxsaWh40vedTXu4LCGHz5HHwqB5Ih42hMj8zYhoEQLt4S3leBnJ1BjCU6A1mmDHu1BjlU6o9gFrtNjASmk9t7awyLKst0szxA4yfm1hDyycVZpnSZclAI9KWYV8AdzyxHV6/gIdvXGrqJUCkF7Mr8vDU7SshcNFIk6u4EcQosBTATukvE8B/S///j7S+EsB0eWPOeS9Ej1kVgG0Afg3g5wDuTYQwcjiOugpdtJ/4SRaKIgCRIUzTS3Pglow2m42hPC8DhSYT8/VydKKFPjp1yrbrodxaqfMolZgRv4A5lXnBEEW3jpE5Io2O9w35NJUu2RjMUoU62hjTzPMpyHLqKm/KKpWJdKYxmJ/TaWZZDqaX5iDL5cCMMv1qf0aKeSyhWsp7YzksjoV70dQGXrAPq+QSPWjWTqXFwkkFqMzPBGMhj5yegV2S48bZ00swszy8baMZpfIzEhA4Ml12LKstxPzqfAD6xorS8FA/x1rn08srlLc90ByeG2vGg2ZkACvDg+VnIidKyHAwH06vaI/i2TLr/TdqerXxpnW9SgMtuJ3OQZWl9OdJ90/vXImGDDQiLeGc41t/34M9p3vxi2sXmSozS6QndeW5eOq2leAc+PSjH+B0DxUOIZIP5/xtzjnT+LtZWn8z57xWtc8ezvm5nPMMznkl5/y/TXnPTPxO1xZnY1pJToSiF41pJda211LaZIVNXmdWr8jUSeDXMtCUzWQmDM1hs2HtrLIIeZRFHC6ZW4FV08WcIbWCl6ljoCm9E9WFmRHhifKp1MUJ9CS2MaYbhuXxhhS9RE5wbGMM3iherfPqSrF6RgkcdhvmVedjXX25YVia8p6U5WbgUoW3MBZPQInCs2Q1j0gs9hH6rjTwKvMzMa8qX2MvMRwuESGOtSXZwbLpasNHy0tUmuuOuMZogxQOhYEmf5cNEGX47fmzy4L/G06FoLFOaSSbuYOlOe6oHkij9lUaK3K7yX1Hby7DRTWip1Ee7DEy6Mwa30beJ/X9jCW/Ur7XVy6sCpO3WOGtLs52R/WixgsZaERa8oeNx/G3HafxpQtmYl19earFIeJkZnkuHr9lOQaG/bjx0Q8i8kYIYjyhlZPjdtgwf1J+RJn3aPaf1ZAuLQVLNsyCBTYM9lcqNOpcITlnTiv3RZljYkaHLstzB0PblArX3KpQwRWXw4bSHDemFGcHFT2ZbI38oUynPUyOvAwnzp5RHOYxlM+lNvCiyby0tgirZ5Toro+notuiyQW4fEFVmCzqfqH24hVkuSKMCSPFVbmqviovzMDQyg+KpthOLQmF5lrNI1JFOIZVDpxVkRs8nloslz0+A03rDqmPV1eeiysXVmlsqdpPccmrphcHvWMycuieMpxY3kfpHVW+D4ynQohsYyMbcc3M8DzL+dX5cDlsUb0+el65RZMLwvYNTRYvfq/Iz9AsmV+Zn4kVU4uDg+zn1pXionrt6Qr05ntUY6Xgjfpy1fdJi/PqSrGkpjDieVK+D8+ZWYJ8i/M3KjEz7kcGGpF2vHmwFT/8136sqy/Hly6YmWpxiARRX5WHR25aipPdQ/jMH7fCoxFmQBDjgcU1hajMD/dmyL/1VvRLMzkjarRDocIrIPYM6s9RqFRClIp7cbbbUHa/wLG2rgzLpxaZqsqot0WEUsQYFk0uiPCEaXn3akvC8/nyMp1wO+xhhozcPGqPhJ7iLy+uLsg0nEA5nopuDrsNdhsLVhXUMrTMVNRU7qbeXnlP1IfX8v4ZleUHRMVbltdqHhFTlctX9lnl/2qbJMNpi2mahNkV2lVWRVnEzzxpsCA3w2EqP0huzwynHWW5GWEVGOXlK6cVhxWEUHudlOeX16+aVhzmVZPRuh+ZTn1vVKHKeJD7d7T3ie5zgPDw0hy3U/qM7j2tyM8ItqnTbkOmy47VM0oiKnLPq84P3gdjGfXXqe+dumubCaPMdNkxWVVBVDx41F0TChloRFqx/0wf7n5yJ+ZU5uG+6xYlNCGYSD0rphXjgesXY8+pHtzxp+1h1dwIYryQ6bKjtlhVIjzKr7te6I9Vj4GWgaYu6qEMzVOjPN3U0mxMLclGdUEmVkxTFg3Q9qDlZzml3J7ochptYyYsSauyIgPCvFyyEaZU9GUFTs+TcNaUwjBDzOz8ZlZCHFdNL8ZVi6qDnj2nKvRUSzTZq5TlcuiGvSr7yoVzwiNPlMdUH14QeERlS+Wx9MLX5FwqIw/a5KIsLKkJr1qnvr1K40P5f1luBuZV5wdDzlx2e0weNCPbVj7arPJcXDKvwnQBHfU1RHhuIIbrKtsmmuwOG0NZXoZm39Z6JsryQv1U7ZFRGyry/tF0KqNnT3nMomwXzp1ZGnP6SUmOO+iFtTEW9AifPyvSOI0mhxK1IRsxDYedRVQHNYvW7Tt/dhnW1kWXWUbe1syACxloRNrQ1jeMWx/bitwMJx69aVlSytsSqeeiuRX4v6sXYMORDnzn+T0JrX5GEKlAa3RbbxRevVju/TPLcjUVOC2FKT/TqasYaZfjFn/qjYwNeeRa3mLVtGLkuB1YMKkAS2uLoioUyrAtMyq0kZdiXX25bhiUTIbTjisWVOGqRdVhxTGUCpvcnvJ163ltxHXi56TCrLBiCGbHCPU8ThfPrYjwCsgezQLJyyF7A4MGGkSjSK5oWZLjDub/TCrMxPxJ2mFaSglcDltE3pR8/eq2n1+dj4IsV9j2snGb5XIE2yDL5UBxtjv42+yT8uT0iqgAwJKawojBB7U3Rs+DBohFbmRxHXYWU06RceinuM5hY5Zy6aJ52cw+yzaDPqlEPWfbRfUVmh5dPSNQNhSjFgnRWa2eg07gHIXZLs120Ap1NOKKhVWmpr6or8zDWVMKg3LYGAu+l+RnSn19avXCzliwEqxVtJomL8NpKdRR3taM15kMNCItGPT68dnHt6F3yIdHblqKivzICQ2J8cMnlk3G3R+Zgb9sO4XfvtuQanEIIi6y3Y4IBUNP2dIzkhgTR2PN5EZlOO26XgulZ+gCyYsiKzEaaSxBgtXsQoJGICs7jAGXzBMNKHkUXLBYJMRoC7fDrlugRInsDVDKFbZe5ZHKULRZpMcj9D08BM2cIq4eya/Mz8TqGSXIcNojvHXytnOr8nHOjJJghWJZBg4xLOwjs8tx1aJqsRiI6lqNZJFR5vOJxw//lNGaQFg+Vo47FPLndthwzsySYF74imlFqMzPDKt+qRVCFtGEqu9K41/Lsylfs43FVsXRqD/Ka6znehqv1zql1rWFeTYN5FSX+5efj5Icd1h1Qb2cfXfQQNM9RYQMq6YVB99HvoAQ1o5GhWWMqomaRasI0MzyXEwqzFKEa0Y3btViyrusml4cMZXAWVMKDQ3FWKd5Okcjd9XMYAAZaETK8QUEfP5PO7D3dC/uv25xRClTYnzy5QvrcNmCStyz/iDW721JtTgEETMMkaPGan1BDrWJ8KApFIgctyM8/Ibrh+LpKSRKpUXtuZCPpZXjopYnWmif22HHVYuqsWBSAaaX5mDltFAYnBk9JpETDocIP2bIgyaiDF+LLO0e+j+8IqXxGUty3JhVkYvFNQVhx8xyhXLflJeqzG2x2xiKNbwgWrqvfAwjxVjdpJOLsjBXoyKimaaXPRJiTpYkl2qbstyMYDVEGa0qper8PBvTL7OvZSjJ98Nmi01JNtpDPpzVkulBY9pCAIjNxiLkN3tWeRBoaW1R2PO7ekZJmDddeXilsRH0oOl06NUzSjCrIjdsWVleBqZJxx4Y8Yc9s1qFZeS18Zafv3JhVbDCqxbBYkdMcU6dCrXqyqby+rLcjIh1kwqzDL1/sV6V1hRRi2oKok4GTgYakVIEgeNrz+7GO4fb8aOPzceFVLFxwmCzMfz8moVYOKkA//HMTuw51ZtqkQgiYegpQmrDpFKKFpBDX9ST2OoZMnqhwVpeMtn7IoemaeW4BI+rY0gqUa+aJ4XIBdeb8aAlwT5THzOU0yX+ozTQHKqGUhoMenOxaeGwM8yuyIPbYQ8Lc9TaLcftQH2lfsEKedJprSqZsuxGOVLR2jQUQqm3Yahk+qKaArgddkwtyY5uTCvaq1zDG6eZH2Xh/st7m5nQXAvDviyHy5n0oK2tKxPz+2LwoAEIC89TfpqhIMuF6oLIqSPCzqsQTPlMyh4brfPluB0oyXFrFlOZXJSJomwXppXmgIUNYujLGW/pAGbSU8oQum96m+dnOXHVomqFbLELF+u+eu8CrcnAw84X09kIIgFwzvG/Lx3A87vO4GsXz8J1y2tSLRIxymQ47fjdjUtRnO3GrY9tRXMvzZFGjA/0q6GFU1WQiSsWVAWVLuXk0HmZzjDFUS5zD+jnE2mdtywvA4smF6C+St84MBNCp064j4dEetD0ZA560KRTKQ0fdRVHpTg1xRoV3HQI8/4w7f9lFk0uMDSwFlTn47y6Us3860mFWVhWW4Tppdkae4poG148Yr1e08vtmJ/pRI7bgUvmVSDbHcpBi5YvnG+iAp8ohzUDXfYayp4ZeQ64RBCtTdTkZznD2iTacdXInqd51fm4alG1plctHtSHmledD5dUJRTQ9m6dM1O/Ld0OO9bMLBVDXRXLtTxoISGsSKyNYViq7PVUTFzOVJ96xOPdy3CK7ag1jYpeIR0g9ncdVWEgUsZv3jmGR99rxM1n1+LOtdNTLQ6RIkpz3Xj05qX4+G8249Y/bsOzd6wKS9IniLGIniKgtVhphNWV5SJfKg9fYKDwTi3ORl6GEw3tA2jpGzY8PoCIMuBqzppSiOOdHrT3j6DL49VW9YO5XskIT4ydoNdPtVy+B/JypaJUkuPG3Kp8dA96caZnKGzfstzYcqAddgZozGBQmOVCl8cLd5QKgTYbMwyxilZ9Tu5GWqXKGYvsG3Yb07xWq7c35HXV3lH9PrcxZmly7GAOmnSBRm1UlpuBtv5h3fURBI1P87sA0Z+BaG04uTB0Ly+eWw4hQQWN1cbA9NIc3RBIGbPFUczmoCVi8MXoEG6HHbMr8lBVkIEjbQPh+0F8hop0+kg8ojHGcOm8Ss11RnUTGBBTtUvyoBEp4ZENDfjJ+kO4cmEV/uvy+rT7wSdGl9kVefjVDYtxsKUPX3p6V1yTvhJEOqD3SotadMLGUJkvhhUpDbfyvIywY9psDKW57oi5v8wqR0tqCsPKn2c4RaUn0UaYOpRQxoqCbpbIOdTET60QOUAsZiAXT1BfrlmFSnkZysmElcvnVuVh7awy3akUEoXDbsOy2iKsUuQDhoVryp/SP5cvqArLIeOq9aH9jPtCboYTRdkuLFDlj8tzAWY47WFhZqKxaL5/yX0lmteqKNuFVdOLg/NrTSnOxqXztRVqmaVTClFbnI08jZBJw5LzGsvOqyuN8NqqmV0hViJUFlYxWxTHDNFaNVEhfoahtjGfQXGMKHLOqshFboYzKJPSo3deXal+pdM432s2G9MNh9Wb/oIx0ZNptb4CGWjEqPPYpuP44b8O4KPzKnDvJxbSXGcEAOD8WWX47uX1eP1AK+555WCqxSGIuEhkCN+l8yuxXCdfoTwvA1ctqg6G3Zg97eSiLEwqjPTIhPKU9LFyZZct0FaQ5RLtiWBSoRiSKJeil5GVMWWRCTV690kOQYtO6DqUIZTqSpBmw//ipaogU1N5Njufm9G2enfMbmNYM7M0mEMns0BXSTYtShh690oOE14zUyyKodwq2vQQuRlOLJxcEKG4Xzy3wnCqh5AsoVYpyHIFc0r12nBWRW6wvyaDqCF+cehbymPPKs+NWC/3O3lQZo5BvmWikC9HCA4sJf2UuiTaKKQ4ImJU+dP7TfjeP/bhovpy3H/94rBRJIK4+exaHG0bwG/facCM0hxcs3RyqkUiiJiIRxFSE5zHLFFWk7yLxgGX1BSiod0TnKNLSSJ9Xsp50wAxvy5WL0JRtsvQmJJPpaXgy21r1mA8e3oJNh3rCH5XeqiW1BTi9QOtxvk5o4xSkqBHMYp4iVJydb3IYGCq3rS2rixqjqPeM7WkpjBsoDd0neHHszLnZrQJq3Xz+KTPVI07R58WIvZjh+VYahxo0eQClOW6IwpzJBPZEJYHRMZTMBZpx8So8cT7TfjO83txwewyPHDDElMzqRMTC8YYvn/lXKyeUYxv/X0PPmjoTLVIBBETKQsM4EBdea7m3DtmyHY7MH9SfpTJfWMVLoTaQKspzorwgCWKYJEJjZsiFwvxmzTQSnPdwdA9INwAynDag1UakxDBGTerppdgWkmOrvGxerpYsj3it9mEV1ULozn/1H0oP8sZdYJjPQ+a+rYq55NLFaNtKKycVhw1RxGIL8Qv2jvN5bBFhFwngoq8DN251dSXk5zpO8xz8Vx9r6tVSEMmkg7nHA+8eQTffX4vLpxThgc/tUR3klWCcNptePCGszC5MAt3/Gk7mjo9qRaJICyTjLxaQ6NJoQzPqczTnF8rXqx4IKKhNtCSiezR0lIwnVI4ls9ClQZlO0ROhCsbB+lloTEmVlnUC8MCRCNJK08mL8OB6aU5UcuCq9FT6G2MWQq5jHY89XMh6xdyfqGc+1cYxQC0QvTHe3QNhfK8DCyzeH+skirjZ8W0Ys35/ICQTLXF2ZhemoNpSTAQraAc/Ig355S0ZCKpcM7xo5cO4GevHsbHFlfjN586y3TFIGLikp/lxKM3L4PAgVsf24a+YY3SaAQxhijIjF85DGa9aOj+cypzkeN2ROQBJRK5Gp/WxKtmkZXmmqLk5eGoMSp8YtWDBoR7ZtRl743uUSpIhByMMcyrzrescBpNNRGLrm82bLgiPwNLagoxR5rXqzjHjQvmlCfFu6MmWHFyHIXayaRj+GC1lEdbXZiJedX5aZU2c87MEqyt059wOxrpcyXEuMMXEPCNv36I321oxE2rpuDn1yyksEbCNFNLsvHQp87C8Q4PvvDkTvhHccSdIBLJZfMrgxNRJ4uCLBcumFOe1HdseV4G1swsxVSLiu4Fc8qD3hcbY7hqUTVmlEUWGUgW6nm0lISMTvPGh2yonFdXGuGplE+RjCqVYw39SqaxHs/8jpOLssLypBJdQVP2vM5STe4cLEiTjtZMnKRjte38TDHfbbSK8FjB7bDH9d6nIiFEUugd8uELT+7AhiMd+OIFM/HlC2em5cNNpDerphfjh/82D//vb3vww38dwPevnJtqkQjCEmW5GZqjurHMtWV2MtZkUhSDhy7H7QhOhJ2K+hlZUvGRLI0iJPmZTqydVaZZZl2P+so8lOdlaOZMpUP+kxaj2WcKslzoGfTq/uYzxtLSG2MFm41pFsIQgh60MX6BOpTkuEfV+50oVs8owYh/bA3ykoFGJJwTnYO45bGtaOr04CcfX4BPUCU+Ig6uW16Do20DeOS9Rkwvy8GnV05JtUgEYYorFlRpKqJ6y1PBuvryUVEm3Q4bCrNcmF0xep4zmRllOcjPcuoaxVZH3+U56LQwWylxtEhFLtyqacUY9PojlsuGG2Ct7P/aujJ0S/spyc90oncovcLfQ5N2p1iQJLE6xuJDqaYkCTm5epTmutHePxL3cchAIxLKlsYu3PGn7RA4xxO3rsBKxYSZBBEr37x0Dho6PPjeC3tRkZeBdfXlqRaJICIoznaHKe56czzGDmXhkQAAIABJREFUOvdjLIUVopHlGh01gDGGc+tKR+Vc+ZlODHkDYeeOxWMZC/JUAcmelDqdcTlscDkivYtnTy/GkC+gsYcx+VlOzVCxc2aUJHQ+vYQge9DGYxIaYYoVU4sTUgRp4r5BiIQiCBwPb2jAT185hClFWXj05mWW8xQIQg+7jeFX1y/GDY98gC88uQNP3LoCy6cmt2IVQVjlnJljc3Q5GZTnZVjK60oka2fFnpgfLyU5bqyeUYLiJBZrscL00hx4RgKYXqpdpnw0cdpt5ub0M4nDbkO61RxL9TxoROqx2xjstvg7JlVsIOKm2+PFZx/fhv97+SAunluO57+wmowzIuFkux34w83LUF2YiVsf24oDzX2pFokgRpV0C58zYqVBaezxTkmOO21yrp12G86aUph2BbrSo3USDx/nOWijyZqZpfjI7NQNtqSa9HpiiTHH5mOduOz+DXjvSAf++8q5+PUNS5AXRwlmgjCiKNuFJ25dgWyXAzf+fgtOdA6mWiSCIAjCIuliwCaasZCDVprrRnH26OVkxUpRtiuuKT3GOmSgETExMOLHt/++B9f/7n04HTY89/lVuOns2nH70iXSh+qCTDxx63J4/QKu/937ZKQRBEGMMcarpjAWqjiePb2EwrHHAGSgEZZ553A7Lv7Fu3hyywl89pypWP+lc7FgUkGqxSImEDPLc/Hnz66Ax+vHtQ9vxvEOT6pFIgiCIEySxvZLXIznedCI0YUMNMI0TZ0e3P74Ntz0+y3IcNrw3B1n4zuX1werVhHEaDKvOh9PfnYlRvwCPvHbzTjWPpBqkQiCIAgTjNdoGyoSQiQKMtCIqAyM+PGT9Qex7t538d7RDnzt4ln41xfX4KwphakWjZjg1Ffl4anbVkLgHNf+9n3sO9ObapGINIIxdidjrJExNswY284YWxNl+7sYYwcYY0OMsUOMsRtHS1aCIMYBkoU2Xg1QYvSgMvuELgMjfjy++Th+924Dugd9uHpJNb5xyWyU543OfDIEYYZZFbl4+vaV+PSjW3DNQ5tx/3WLcSHNkzbhYYxdC+A+AHcCeE/6fJkxVs85P6Gx/ecB3APgNgAfAFgO4HeMsW7O+YujJzlBEGOVsVAkRObCOfQ7mc6QgUZE0Dfsw5/ebwoaZmtnleLLF9Zh4WTKMyPSkxlluXjhrtW49bFtuO2JbfjOZfW4ZTUVrZngfAXAHznnv5O+380YuwTA5wF8U2P7TwP4Hef8Kel7A2NsGYBvACADjSCIqIylMvvZE3gy9bEA3R0iyMmuQfxh43E8s/UEPN4Azp9Vii9dWIdFZJgRY4CyvAw887mV+Mozu/GDf+7H0bYBfO+KemQ4KUdyosEYcwE4C8DPVKteBXC2zm5uAMOqZUMAljPGnJxzX2KlJAhivCEbaOlvnhHpDhloExxB4Nh4rAN/fv8EXt3fAhtjuGJhFW49ZyrmVU/MSUaJsUuWy4EHP7kEP331EH7z9jHsaOrG/dcvxqyK3FSLRowuJQDsAFpVy1sBXKizzysAbmWM/Q3ANogG3mcBOKXjNSs3ZozdDuB2AKipqUmY4ARBjF0EPnZCHIn0hgy0CUrHwAie3XYKT289gabOQRRmOXH7udNx89m1qMinHDNi7GKzMXzjktlYMbUI//nsh7jigffwrY/Opnn6JiZc9Z1pLJP5AYAKAJuk7VoBPAbg6wACEQfm/GEADwPA0qVL9Y5JEMQEQn4RMPKhEXFCBtoEQhA4Njd04sktJ/Dqvhb4AhwrphbhK+vqcPHcCgoFI8YVa2eVYf1/rMHXn/sQ339xP9bva8H3r5yL2RV5qRaNSD4dEI2qCtXyMkR61QAAnPMhALcwxj4HoByix+x2AP3S8VIOqXzEeKM0x51qERJKeV4Gmjo9cNjpaSXigwy0CUDnwAie234KT205geOdgyjIcuLGVbW4fnkNZpTlpFo8gkgaJTluPHrTUjy15SR+8spBXHrfBnx65RR8eV0dCrJcqRaPSBKccy9jbDuAdQCeVaxaB+CvUfb1ATgFAIyx6wD8k3MuJEtWK5CbjhhPfHReJRzjbMKwBdX5qCvPgdNOs1gR8UEG2jiFc8lb9sEJvCJ5y5bXFuE/LqzDJfPIW0ZMHBhjuGFFDS6dX4Gfv3oYT7zfhBd2n8Gtq6fixlW1yM9yplpEIjncC+AJxtgWABsB3AGgCsBDAMAYexwAOOc3St/rAKwA8D6AQohVIOcBuGnUJSeICYDLMf6MGJuNIctFqjURP9SLxhldHi/+KnnLGjo8yMtw4FMrp+CG5TWYWU6FEoiJS0GWCz/4t3m4fnkNfvrKQfz8tcN46J1j+OTKKbhl9VTKvRxncM6fYYwVA/gOgEoAewFcyjlvkjZRV/awQzTKZgHwAXgLwNmc8+OjIzFBEARBiJCBNg4QBI5NxzrxzLaTeGVvC7wBAUunFOKu82fgsgWV5C0jCAX1VXn4w2eWY/+ZPjz0zjE8sqEBj2xowHl1pbhm6WRcMKcMbgc9M+MBzvmDAB7UWbdW9f0AgMWjIBZBEARBGEIG2hjmTM8Qnt12Cs9uP4lT3UPIz3TihhU1uH55DZUVJ4go1Ffl4f7rF+M/L5qFp7eewN92nMadf96Bgiwn1s0px4X15Vgzs4TCVYi0YXxl6xAEQRB6kOYxxvD6Bbx+oBXPbD2Jd4+0g3Ng9YxifP2S2biovpy8ZQRhkZriLHz9ktn46kWzsPFoB/664xTW72vBs9tPweWw4ezpxVgxtRjLpxZiXnU+edcIgiAIgkgqZKCNAXwBAZuPdeKfH57BK/ta0TvkQ2V+Bu4+fwauWToZk4uyUi0iQYx57DaGc+tKcW5dKXwBAVsbu/DagVa8c7gdbx9qByAmtS+aVICltYVYOLkA9ZV5mFSYSfOrEQRBEASRMMhAS1P6hn3YcLgDbx5sw1uH2tDl8SLH7cC6+nJctagKa2aWwj7OytMSRLrgtNtw9owSnD2jBIA4sfu2493YdrwLW5u68fC7DfALYtHz3AwH5lTmob4yD3MqczGtNAfTSrJRlO0iw41ILFJ3onc/QRDE+IYMtDRhYMSPnSe6sbWxCx80dmF7Uzf8Akd+phNrZ5Xi0vmVOK+ulEIYCSIFlOS4ccm8ClwyT5z3eMgbwMGWPuxv7sP+M+LnM1tPYsgXCO6Tl+EIGmuTirJQXZCBqoJM8S8/E5kuepYJa5TmuDGzLBfTSrNTLQpBEASRRMhAG2X8AQHNvcM43unBgeY+HGjux4HmPhxu7YfAARsD5lTm4bNrpuGCOWVYPLkADprwkCDSikyXHYtrCrG4pjC4LCBwnOoeREOHBw3tHjR2DKCh3YPNDZ1o2XUaXDXLcEGWE0XZLhRluVAofRbliJ8FWU5kux3IdNmR5bSLny47Ml0OZDntcNgZHDYbbDbAzhjsNmbZW8c5B+eAwDkE6RMI/57rdpAXMI1gjKG+Ki/VYhAEQRBJZkIZaFxSPAICl5QQLv4viMpIgHMIgrgNh6i8cIQUGfEY4et8AQHDvgCGfQJG/OLnoNePbo8XXYM+6dOLrgEvzvQO4XT3UDA0CgAq8jIwpzIX6+rLsay2CItrCpCbQRPnEsRYw25jmFKcjSnF2Th/Vvg6r19Aa98wzvQM4UzvEM70DKOldxhdg150e7w42TWI3Sd70D3ohS/AtU8QBRsTZbAxBocUAscRMrjUBpkZPvz+Rcij9xFBEARBjCqjbqDd9Pst6Bv2iQYO55IBJCoNaoOII1yxkNfJBlTQsBJCI75B40uQDC6O4P/qEexkwxhQkOlEYbYLhVkuLJhUgMsXVKKmKAs1RdmYXZGLwmzX6ApFEMSo43LYMLkoK2pBH845+kf86PH44PH6MeQLYMgbwKA3IP3vx6A3AH9AfKcFBNWf9O6TB4FsDLAx0bvGmOo7xP9tDLBJBl3wu7S920Hee4IgCIIYbRi3YLUwxtoBNCVPnLSmBEBHqoVIY6h9jKH2MYbaJzpjtY2mcM5LUy1EMmGM9QM4lGo5xjBjtW+nC9R+8UHtFx/UfrGj+/toyUCbyDDGtnHOl6ZajnSF2scYah9jqH2iQ22UvtC9iQ9qv/ig9osPar/4oPZLDhS/QhAEQRAEQRAEkSaQgUYQBEEQBEEQBJEmkIFmnodTLUCaQ+1jDLWPMdQ+0aE2Sl/o3sQHtV98UPvFB7VffFD7JQHKQSMIgiAIgiAIgkgTyINGEARBEARBEASRJpCBRhAEQRAEQRAEkSaQgUYQBEEQBEEQBJEmTEgDjTF2J2OskTE2zBjbzhhbE2X7uxhjBxhjQ4yxQ4yxGzW2+XfG2H7G2Ij0+bHkXUFySXT7MMZuZoxxjb+M5F5J4mGMncsY+wdj7LR0DTeb2Gc+Y+wdqX1OM8b+izHGVNuMp/6T8DaayH2IMZbBGPsjY+xDxpiPMfa2znbnSc/rMGOsgTF2RzLkJ8Kx+r6cCDDGvskY28oY62OMtTPGXmSMzVNtwxhj32eMnZGe+7cZY3NV2xQyxp5gjPVKf08wxgpG92pSD2PsW9K74gHFMmo/AxhjlYyxx6T+Nyz9rp6nWE/tpwNjzM4Y+4HivdbIGPshY8yh2IbaL8lMOAONMXYtgPsA/AjAYgCbALzMGKvR2f7zAO4B8D8A5gL4HoBfM8auUGyzCsAzAP4MYJH0+SxjbEUSLyUpJKN9JAYBVCr/OOfDSbmI5JIDYC+ALwEYirYxYywPwGsAWgEsA/BFAF8D8BXFNuOm/0gkvI0kJmQfAmAHMAzgAQD/0tqAMTYVwEsQn9fFAH4M4FeMsX9PhMCENlbflxOItQAeBHA2gI8A8AN4nTFWpNjm6wC+CuBuiM99G4DXGGO5im2eBLAEwEcBXCL9/0SyhU8nGGMrAdwG4EPVKmo/HSQjYCMABuAyAHMgtlObYjNqP32+AeAuiL/FsyH+Vt0F4JuKbaj9kg3nfEL9AfgAwO9Uy44A+LHO9psA/EK17OcA3lN8fwbAa6ptXgfwVKqvN03a52YAA6m+tiS01QCAm6Ns83kAfQAyFcu+A+A0QlVUx03/SWIbTdg+pNr+AQBvayy/B8AR1bJHAGxO9TWO5z+r78uJ+gdxUCIA4ArpOwPQDODbim0yAfQD+Jz0fQ4ADmC1YptzpGWzUn1No9Ru+QCOQTRy3wbwALWfqXb7EYCNBuup/Yzb758AHlMtewzAP6n9Ru9vQnnQGGMuAGcBeFW16lWII31auCGOXisZArCcMeaUvq/SOOYrBsdMS5LYPgCQyRhrYoydYoz9kzG2OCFCpz+rAGzgnCs9Ja8AqAJQq9hmzPefODDTRsDE7UNm0OtDS1XPIZEgYnxfTlRyIUbsdEvfpwKogKLtpOf/XYTabhXEAYxNiuNsBODBxGnfhwE8xzl/U7Wc2s+YfwPwAWPsGcZYG2NsF2PsC4wFw+ap/Yx5D8D5jLHZAMAYq4c4SPCStJ7abxSYUAYagBKI4UKtquWtEDubFq8AuIUxtkyKuV0K4LMAnNLxIO1r5ZjpSrLa5xCAWwBcBeB6iAbdRsbYzATLn47o9Q15ndE2Y63/xIqZNprIfcgMem3oQOg5JBJLLO/Licp9AHYB2Cx9l9vHqO0qALRzaegdAKT/2zAB2pcxdhuAGQC+q7Ga2s+YaQDuBNAA4GKI/e//IIbpAdR+0bgHYijifsaYD8A+iB61B6X11H6jgCP6JuMS9ezcTGOZzA8gdqZN0natEF29X4cYshHLMdOdhLYP53wzQj/MYIxtgvhjfTfEGOfxjlZ7qpePp/4TC4ZtRH3IFGb6GZF4Jvqzawhj7F6IoU3ncM4DqtXR2k6rHcd9+zLGZkEM01vDOfcabErtp40NwDbOuZwztVMazLsLYpi4DLWfNtcCuBHADRCNs0UA7mOMNXLOH1VsR+2XRCaaB60DotGgtt7LEDkSAEB023LObwGQBTHcqgbAcYixth3SZi1WjpnGJKt91PsEAGwDMBG8H3p9Awi16XjpP7Fipo3CmGB9yAx6begH0Dn64kwILL8vJxqMsV9A9Hh/hHPeoFjVIn0atV0LgDJFWBqk/0sx/tt3FUQP7V7GmJ8x5gdwHoA7pf/lZ5raT5tmAPtVyw5A1E8A6n/R+CmAn3HOn+ac7+GcPwHgXoSKhFD7jQITykCTRqK2A1inWrUO4XGyWvv6OOenJMXwOojJkoK0enMsx0w3ktg+YUgP6QKIL9HxzmYAa1h4Ofh1AM5ANGTlbcZ8/4kDM20UxgTrQ2bYDOBC1bJ1EEeRfSmQZ9wTz/tyIsAYuw/iCPxHOOcHVasbISpw6xTbZwBYg1DbbYZYXGSVYr9VALIx/tv3eQDzIXou5L9tAJ6W/j8Maj8jNgKYpVpWB6BJ+p/6nzFZCI8Qg/Rdthmo/UaDVFcpGe0/iK5bL8Q8qTkQY5MHAEyR1j8O4HHF9nUAPg1xpH45xBdkJ4BaxTZnQxyp/ibEkqTfBOADsCLV15sm7fM9iHHg0yD+uPxeap/lqb7eGNonB6EfzEEA/yX9XyOt/zGANxTb50N8kT0NYB6AqyFWLPzqeOw/SWyjCduHpGX10jZPQ1TUFgFYpFg/FWLy9S+l5/az0nP876m+3vH8F+19OVH/APxaeoY/AnGUXf7LUWzzDWmbq6Xn/mmIgzK5im1eBrAHwEqIyt0eAC+m+vpS1KZvQ6riSO0Xta2WSb8P34aYx3cNgF4Ad1H7/X/2zjtMrvK6/9/3Tt3ei1ZdWvWKJBASAkTHYIrBhJhgjAsOJm7YTvJLbMfEhuAU28FxwYY4so2xsYkxpoUuQEgIEOpdWrXV9r6zu9Pf3x8zd+bOnfe2KTszu+fzPPvs7tx27nvLnPOeZmr8NgFoRaRFwSwAHwHQDeB7NH7jeB1yLUBOTjqSPHoSgA+RGdCLFMs2Q1HGOvqluxMRRWoQkZmtpBKhAD4K4FD0y/oggJtyfZ75Mj4AfoDIzJUPkQTRFwGsy/V5pjg2GxGJn1b/bIou3wTgpGqbZYhUN/Ii4vH5FqLl4yfo/ZPxMaJ7CCdF26jWuRjAB9ExOgHg7lyf62T40XtfTtYfjfubA7hPsQ4DcF/0efcCeAPAUtV+qgE8hogiOBT9uzLX55ejMd2MRAONxk9/vK4FsDs6NkcQyVVWfqfQ+GmPXRkik32nEKnK3YJITqSbxm/8fuQeQwRBEARBEARBEESOmVQ5aARBEARBEARBEPkMGWgEQRAEQRAEQRB5AhloBEEQBEEQBEEQeQIZaARBEARBEARBEHkCGWgEQRAEQRAEQRB5AhloBEEQBEEQBEEQeQIZaARBEARBEARBEHkCGWgEQRAEQRAEQRB5AhloBEEQBEEQBEEQeQIZaARBEARBEARBEHkCGWgEQRAEQRAEQRB5AhloBJECjLH7GGOcMWbPtSwEQRAEkS/Q9yNBpA8ZaARBEARBEARBEHkCGWgEQRAEQRAEQRB5AhloBJEeixhjrzPGRhlj7YyxbzPG6LkiCIIgJjv0/UgQKUIPCkGkx58AvALgRgCPA/gmgH/KqUQEQRAEkXvo+5EgUoQSOAkiPR7hnH83+vdLjLFyAF9ljP0n53wgl4IRBEEQRA6h70eCSBHyoBFEevxe9f/vAJQCWJoDWQiCIAgiX6DvR4JIETLQCCI9OjX+nzreghAEQRBEHkHfjwSRImSgEUR6NGj8f3a8BSEIgiCIPIK+HwkiRchAI4j0+AvV/38JwANgXw5kIQiCIIh8gb4fCSJFqEgIQaTHXdGywe8BuArAZwDcRwnQBEEQxCSHvh8JIkXIg0YQ6XEDgCsA/BnA7QDuB/CdnEpEEARBELmHvh8JIkUY5zzXMhAEQRAEQRAEQRAgDxpBEARBEARBEETeQAYaQRAEQRAEQRBEnkAGGkEQBEEQBEEQRJ5ABhpBEARBEARBEESeYKnMfm1tLZ81a1aWRCEIgiAmGjt27OjhnNflWo5sQt+NBEEQhFX0vh8tGWizZs3C+++/nxmpCIIgiAkPY+xUrmXINvTdSBAEQVhF7/uRQhwJgiAIgiAIgiDyBDLQCIIgCIIgCIIg8gRLIY4EISIc5hgYC6DH40P3sE/x24++ER/6RvzoHw3AFwwhEOTwh8KwSQzVJU7UljpRU+LCzJpiLG4qx8rplSh20m1JEAQxHry4vwMuu4SNC+pzLQpBEAQRhTThSYwvGMKOk/3Yc3YQRzs9aBsYQ4/HB38ojFCYIxTmCHMOG2OQJAa7FPltYwyBUBij/hDGAiGM+kMIhXnS/h22iBFWXeJCVbEDFUUOOG0SHHYJoXAYvR4/jnR60OPpxcBoILbNOdOrcOWSBlyzbAqaKovGe1gIgiAmDd5ACN5AKNdiEARBEArIQJtkcM6xraUXv3v3DF4+0Imx6BdzQ7kL06qKMaeuBG6HDbaoISYxhhDnCIc5QpwjGI787bRLKHLYUOS0odhpQ22pC7WlLtSVRX5qS10od9vBGDMlV4/Hh31nB/FOSx/eONKN+587iAeeP4jLFjbgUxtmYd2cGtP7IgiCIAiCIIhChQy0ScS7J/rw4AsHsfP0AMrddty0aiouWVCPc2dXo6LIkVPZaktd2LigHhsX1OP/fWghTvSM4H93tOK3757GbY90Ys3MKnz1ygVYN7cmp3ISBEEQBEEQRDYhA20SMOYP4YHnD+Cxd06jodyFB29aho+cMxVuhy3Xomkyu7YEX7tqAT5/aTP+8P4Z/GTzcXzskXdw3YomfP2aRWiscOdaRIIgCIIgCILIOGSgTXBauj2461fv43j3CO66cDa+csUCFDnz1zBT43bY8PF1s3DLmun46ebj+Okbx/HqwU588bJ5+PSG2XDYqBApQRAEQRAEMXEg7XYCs/V4Dz7yk63oHw3gN59Zi69fu7igjDMlbocN914xH6/cezHWz63Bd184hFse3oZTvSO5Fo0gCIIgCIIgMgYZaBOU1w514s5fvIf6Mhf+dM8FuKC5NtciZYQZNcV49BPn4ke3nYOWbg+ueegtvLC3PddiEQRBEARBEERGIANtAvLaoU789a93YEFjGf5w9zrMqCnOtUgZ58PLm/B/X74I8xvL8LnffIDvvnAIYUGpf4IgCIIgCIIoJMhAm2DsPjOAe37zARY2luOxT69FZbEz1yJljabKIvzus+fjtrUz8PAbx/HlJ3bBF6R+PgRBEARBEEThQkVCJhBn+kbx6V++h7oyF35x57moKM5t6fzxwGW34YEbl2JGdTG++8Ih9I748PDtq1HmnvjnThAEQRAEQUw8yIM2QRjzh/DZX++APxjG/9x5LurKXLkWadxgjOHui+fie7eswPaWPtz6s3fQNezNtVgEQRAEQRAEYRky0CYAnHN8/am9ONQxhIc+dg6a68tyLVJOuHn1NDz6iTU42TuCj/38HXQP+3ItEkEQBEEQBEFYggy0CcBv3z2DP+48i3svn49LFtTnWpycsnFBPTZ98jy0DXhx+6Pb0Tfiz7VIBEEQBEEQBGEaMtAKnGNdHnz72f24cF4tPn9Jc67FyQvOm12N/4560m5/dDsGRwO5FokgCIIgCIIgTEEGWgHjD4bxpd/tRJHDhv+4ZQUkieVapLxhfXMtfn7HGhzr8uCOX2zHsJeMNIIgCCWcU2sSgiCIfIQMtALmkbdasL9tCA/etBwN5e5ci5N3XDy/Dj/5q1XY1zaEzz++E8FQONciEQRB5A3UOpIgxo/3Tvbhpf0duRaDKBDIQCtQTvWO4IevHsXVSxpx9dLGXIuTt1y+uAH337gUbxzpxj/9eT/NGBMEkVU6h7wIFMhkEL0PCWL8aBsYw1iAerVmmmNdw3h611mEJtiMExloBQjnHN98ej/sEsO3rl+ca3Hyno+dNwOf2zgXj28/jZ+/2ZJrcQiCyACMsXsYYycYY17G2A7G2IU6605hjD3OGDvEGAsxxjYJ1rmLMfYWY6yPMTbAGHudMbbBikwjviDeaenFrjMDKZzR+DOx1BmCmDgEQmEMjFKRMzMc6xoBgIKZGDMLGWgFyLN72vHmkW589coFmFJRlGtxCoK/vXIBPrx8Ch584RCe39uea3EIgkgDxtitAB4C8C8AzgGwFcALjLEZGpu4APQA+C6A7RrrbATwBIDLAKwFcBjAi4yxeWblCkZncD2+oNlNckqYPGgEkZdsb+nDG0e6Ec5Tr9D+tkH0eiZmK6Mxfwit/aO5FoMMtEJjcCyAbz97AMumVuAT62flWpyCQZIY/uOWFVgzswpf+f0uHGgbyrVIBEGkzlcAbOKcP8I5P8g5/wKAdgCfE63MOT/JOf8i53wTgD6Ndf6Kc/4jzvlOzvnh6L6GAVxtWbr81KmSyKV9Fg5zCrEk8pKuYS+Od3tyKkN/1HuWr0/IsS4PthzrybUYWWHLsR7sONWf8/cTGWgFxn+8eBi9Hh/+5SPLYKOqjZZwO2z46e2rUVnkxF8/9j6FDxBEAcIYcwJYDeAl1aKXAKzP4KGcANwA+jO4TyLKM3va8ObRiangEYXNtuO92Hd2MKcysKh6l4qXe3AsQPpNGoz68yMCggy0AmLn6X48tv0U7lg3C8umVeRanIKkrsyFn96+Cp2DPnzxd7smXFIpQUwCagHYAHSqPu8EkMmKSfcD8AD4s2ghY+yzjLH3GWPvd3d3Z/Cw40e2QhyPd3swYiLMk5RIghDDELHQUnlENx/uwhtHsvdOOtEzkrV95xO5dvCTgVYgBENh/ONT+1Bf5sJXr5yfa3EKmnNmVOG+65fgzSPd+MHLR3ItDkEQqaH++mSCz1KCMfYlAH8N4CbOuTAemnP+c875Gs75mrq6ukwcdtzJhgISCIWx7+wg3p6g4U9EnMGxALxUlTArpONByyYdg17sac23IkiRMcr0UOV65MlAKxD+5+2TONg+hH++fgnK3I5ci1PwfOy86bh1zXT86PVj1JeEIAqLHgAhJHvL6pHsVbNM1Di7H8CaVCVOAAAgAElEQVQ1nPN3091fPpMN5U8OvPdPsIpqE41QmKdd9W7z4S68fCDtR44QkK8JLPlcKZGnaVJxzrG/bTDh/1xCBloBcHZgDN9/+QguW1iPq5ZQz7NMwBjDP9+wBMumVuBrf9idFxV7CIIwhnPuB7ADwBWqRVcgUs0xZRhjXwHwAIBrOedbrG+vvez1w13jXkE2FObYcapf08uRDfVD3meeTfxPSoa8AYz5xdf+tUOZuR+zYeSf6BnB4Ggg4/stJPLVg5ZPqN9r6Q7VkDeIY13x4jDK3XHO0T08vlUryUArAL719H4AwD/fsARMTwMgLOF22PCj285BmANf/O3OvJ4ZIggige8DuJMx9hnG2CLG2EMAmgA8DACMsV8xxn6l3IAxtpIxthJAOYDq6P+LFcv/FpEy/J8CcIQx1hj9yUjC79BYICPvGI8vaHpmt31wDK39o5oFD7Kp+4WjCs2p3smRr5KPvH6oCy8diEeIbG/pxeGOYQD5UwhBxJ7WAWw+0pVrMXJMRNejNHkxXUNevLi/A51D3thn2Ryq490ebD3egy7F8bINGWh5zov7O/DKwU58+fJ5mFZVnGtxJhwza0rw4E3L8MHpAXyf8tEIoiDgnD8B4MsAvgFgF4ANiIQknoquMiP6o2Rn9OdCANdF/35esfxvADgQ6YXWrvh5yLJ8WVIVhrwBvHqwE0e7MlQCPAtiKo2+rcd7CqZp92SgY8iLQx2F2WKmc8g7rspxvpDrMDs1mRKna9gLXzD1/MX+qIe1X1FoKNNjpdydxxeRdUwjGmHHqT5sO96b8NmhjqG0vG72lLckso7HF8R9f96PhY1l+NSG2bkWZ8Jy3YombD3eg59uPo51c2pw0fzCTPgniMkE5/wnAH6isWyj4DPd8APO+az0ZUp3D/p4o+FqvR4/0JD+/rJhSGbLOCW0GfYGYJckFDltptZ/etfZjB6/Y9CLUrcdpa7sqZTvtESU3xtWTs3aMTLN4FgAvmAI9WVuy9vGQxwzLFQewDnHtuO9KC9y4JIF9WnuS/F3mnKpA9RE7zKtd3xr/1jSZxFv9XDK9yx50PKY7790BB1DXjzwkWVw2OhSZZN/+vASzG8oxVd+v2tSztIRBDH5yLPJ+bzgYPsQuoYL6zvgNVUo43iz/UQvXj1IxULUbD7cFfOqWG0pIdsKeedBy8AEjHxKw97Mhtnm2VClDWn9ecq+s4PYtPUEbjtvBlbPrMq1OBOeIqcNP75tFTy+IL78BPVHIwgiBfL0taGVupyVIiF5OgZmOdI5nBSqpEffiB/HuoazKNHkIt8MEhGne0c1i6+IONU7YrkvmVxvoACGI2Uyda2zNUbK/eai+gMZaHlIKMzxj0/tRXWJC3939cJcizNpmNdQhm9fvxRbj/fiJ68fy7U4BEEUGIUW3lcIynC+89bRbuxvK8y8rnzEzC255WgPzvSNgnOO8DhPpgZCYew8049tLeb7/HWp8pDMPHeyQZDpKo7eQCihsIZVMiFOJs5IOOmU5o7NGGHpyr7v7KBm0SY1ZKDlIY+9cwp7WgfxzQ8vQkUR9TwbT25ZMw03rGzCD145gndP9OVaHIIgCgiyd4hCY8gbwNO7zsLjy4+qjmYeod4RHz443Y8PTvfjmT1tWZdJifyM+wLmK7KO+q2Xg89WDtrhjmG809KbchhvPr/ilBNkmbivs/E+P97twfFuc0WeyEDLMzqHvPj3Fw/jwnm1uH5FU67FmXQwxvDAR5ZhRnUxvvjbnegbsRY3ThDE5CXbPcCs7tZIDgpxJFr7IsUN2gfiRQ7G/CH4g7lpO2PkMVJ6zESFGWR6PT68cqATwQy3z0nFS57Ur0u1vGvIizN9ib1YZQMt0155uYH8qC/1Corpki3PvXK3bdH7+azOPZJNMnGOZKDlGd9+5gACoTDuv3Ep9TzLEaUuO3502yr0jfjxtT/sHvcQCoIgiPEgG3pSoYV5FhJvHe3GztP9Gd1n3BCI89KBDrx2qAseX2Lj3vHA6J4MCVYQ9Rc80D6EEX8Qg2P6Da9P947i6V1nTRukqTwz6m3Uyvu2ll58oHFdM/2MStELLhpHM2TC8MjkKWlVcYydpwX9Tb1mS0/83reqjmfiupGBlke8fqgLz+1txxcubcbMmpJcizOpWTq1Al+/dhFeO9SFR95qybU4BEEUAPmQ08U5N+35z0qZ/dwPQVYJhXmSRwTQvvZHOoctV/DTom/Ej9MqT0um8AfDCeflC4aw5WgP9rcNpl00yx8MGxpKMkb3pNLDJk9iB0Opy3c8qoRbKfphnUT5jnePGB6PxRpVZ/aBkqKGRi4LoWWvqEd8x7KBZmX8Xj+U2BxdNDlh9h2fiVMkAy1PGPUH8c2n96G5vhSfvWhursUhANyxbiauWdaIf3vxMN4/SfloBEHok0vbZGDUj1cPdmJP6yDeOtqNwVETCnFWPGiFixnla3tLL17cn1zSXrQp5xwH24fQNjD+ZftFRqQI2TNwvNuTdF7BsPXwwCFvIOne236iF5sPd2lskYjRJVCKZI9aG/4MhzHqHj8F60JtCx3qGMK7RjqF7NlM84HqHvZhb2u8KAVLwbOkJF+eb6VDi6t+A3FDNNMGrlkoxHEC8f2XjqC1fwwP3rQMTjtdlnyAMYbv3rwc06qK8PnHKR+NIIj85WD7MDy+IE72jgAAfKHc5ZjkI8/uaUtQVEWY0am6PT7h56JNg1EleLyVxGAoLDQiRTATteuseiE2H0k0xuTvzmAo4qVLx1ulDM2TDTRRiKNZzEau+YIhtPaPplS0Q2QMGeXGaVVx7B72Yccp7TBXtWGw9XhPQqievD+RTAfahnCwPbki6eBoIKPRAdkKg1aKaJNkD1pm9m3mOVGSieOSJZAH7D4zgF+8fQK3nz8D586qzrU4hIJytwM/juaj3fvELspHIwhCE1lB0NNlxisMMlGhECsX2Xidic4vH0I/Q2GeoKiKsCKl+pxEim86YWTeQAgvH+jEsFfsCT3ZM4JRv7hCnZX8IjO5NVreQbPYpYiqGQxzvLi/Q7eptmEOmmJM7bb0DTSzvHeiHztO9ScYl+Ewx+GOYcPrnIqBrtUHbevxHrT2j2qOv9EtJ28mkvlo1zCOdCb29BsY9WPzkS4cjYb75cGjrInS8EslB83cMazLkipkoOWYQCiMv//fPagro55n+crSqRX45nWL8caRbvz0jeO5FocgiDzFzJdyOgqOni6tVrRzVWNKdHpGRRLyBStyqfU+ziPejWf3tMVyV2QPGucRj4mV/XcMejHqD6KleyRpWSjMsbt1AFuO9pjPiUljzNX3tS8Y0vQkirBZ8HSZreLIGEs7XE+J6NlVjtlQ1FBWrneidwSHOoYSyqZzzuELGnsIjZ5PebHWcGidstH4yecUDHO8fqgLrx7s1F1fbhEQzyHMwFhn8PFPuG6KP2PFb3LwrnntUCeOdqZfXIcMtBzz8zdbcKhjGN+5YSnK3dTzLF+5fe0MfHj5FHzvpcPY3tKba3EIgshHNHQBZZGIvjQKRih3PzianOujxFzT1fFRXtRH8WW5hPup3hEc64p4Ajy+YIICf6hjKBb+py6oojUaPR5fUvSE2igIcx7ruTQ4FtlnKFq8goPjub3t+OD0gKHsB9qGMDDqV/TB0r5G3mBYqKiLPV7ifZi6T1Tbbjvei23HzX8PyqGIZop5iA18hVcy+jeDsREDIKEadjjM8frhLuxvSw51NRpH2bhU5sDJ94DyvPadHcL/7eswNEaNQuaMrv8bR7qElSe11pfHUF4aCnMMeQOm+4S1DYzBGwhlxeueCiIDlycsz5zx7g2ELE14DXuDpnud6UEGWg5p6fbgoVeP4ppljbhySWOuxSF0YIzhwZuWYWZNCb7w253oHjY/e0gQxOSlpduDN450x/5/+5h5r4cem48k5vqo9QczbVqyUmbfIBwuYCE/SslL+zuw+4yxgQMAu84MYH/bEE70jODVg50J7+vDHcOxAhrHujx462g3eqLeIJHsA6N+vH2sBwc7EnNzRIpwKKa9Rz1G0f/lVVv79SswhsIcR7uG8dbRnoQQLbWyLx+bc246fE5rrVTa+ZityChji4YijpkoXKJ+Nl4+0ImXD8S9PLKhLCnkNhtSPOQNYGgskFCdj1ms9ievpzVsbYORvluZCq3T2suwN4iOweTiM0YeN3n8zMqnXGvIG8h6iKPcYNoo599oEkK+7spw39cPdRnmoao50zeKF/d3oD86sWZcxCZzA0QGWo4IhTn+9sk9cNsl3HfdklyLQ5igLJqPNuQN4G9+88G4xL0TBFE4iL6ah7zJM9Ry1blMvEP0qvVZbVTd2j+KPa3aRpA3EMJL+zs086KEO1V9lGoD5LFAKFYAxSydQxEFdkSQqzXmD8WuzdvHetA55BV6FL2BiLwe1XVUK/RhzmMhjbLyLivBZpX/kGJ7Kep1Ojswhuf3tmtuY9Zblk4oZLpFTmQP2nsmqiGrjzTqDyYYdiGBgaTnCVYu0dOdRecoWt3IsDHj1QMihsjJHuP7mXOOXo8PT+86q//cGRxX5EFLBfU4qRtsm0EtYyjMY4ZNZ9TobB/UbzAt7yKxD1r8H1E+8JA3YJiHqqZrOCKP+vnXIpBC5VMtyEDLET9/swU7TvXj2zcsRX25O9fiECZZ3FSOf715Od492YfvPHsg1+IQBJFHiJQ80US7PxhGa/8ont/bbq4cfhSR8uULhmMeoMR1ub7iKtjZjlP9OKGjNHYMejEWCOG4IC9KD+WhUm2QmwqyMWgTuDvUhSoOtg+JDRuNMVQruJE8s7hnC1BWcTQnr3z/SEw/AE4pp9iwMGdsiGXQP54eLygMSX8wjHCYg3Mey0EzAzfQb2NGrEn5RF4VAOhXeWjMnmNCHzad9cyED+/WmQyR7wAOxNo0qCN3RF48zRBH1XJ1CwVTBjxPHidlg+0tR3vw7gkzRnjiTp7d04bXo20Y5PtPMvDsJl7X5M9k0p1ckJ/puDj6+9ML47WaHmO3tDaREQ51DOEHLx/Bh5Y24oaVTbkWh7DIDSunYn/bEH7+ZguWNJXj1nNn5FokgiDyAFk5MVIJ/MEwuqLK1uBYABXF5vKPRUqfVn8pjrjCotZ1hrwBvH6oC9OqikwdV0aumqdXIlxsHMQ/C6XRVNgqsoGmZRQq7QYtxSo+homDqDZklB40eXjkcTLrvQrGwveSr5kydEo5nkMCr4qlHDTVcURVKM1eMWU/shf2RYy1psoiOG3mfQFGho3ynjYTnqgce+U1e/NoN25YOVWznH1828QBOtOn79lJJWRUD86V+WjG62vnoMl/iNcz61HTG+vekdRTP+RcOOUkhczmw10oL3Jg1Yyq2GdGkxB6j9zxbg/m1JaYulZxr7a4qqaaoM44dgzFQ1K7hryGzhnyoI0z/mAY9z6xG+VFdtx/49KMP8zE+PB3Vy3AhfNq8c0/7U+YQSIIggCAEz0jmtXc/KFwPBRKoGgcaBuKhdakCuc6RS+ixmHnUFyhGjFRLEBZLl3vuHqf6W2baWSDQcv4Un7/BkJhXeUrGArjFVUulHLMOOIGWfvgGNoHxyx70OJKMkuSRakYK5eJinWY9aoBySGnom3T8UK0DYxZ0nMSvK2CgTMbiihaph6DQCgcyy0Seg4F+xMZIfJ+2wfHYq0PMuco5jFjRX3uIt1D67CyjPJ5qp8Js89lJs7LjMczzDn2tA5gcCyAwbFAUiilURivfL6i9fadHUR7NJSSc46zA2OakyhBlce2e9gXC50Wrm8ybH2bCW8aGWjjzA9fPYqD7UN48KblqCl15VocIkXsNgn/9bFz0Fjhxl//egfODujPqhEEMXkY9Qexp3UA758UT974g2HNGdlwtFCESPE2UwVPhoNrKh2y4WJXuJDMTDRF7TNdOYwk1AqtCobCphPsj3V5dHPv4seK7E8r109pNvhDYV3lv2fEn5DL1j/qxyuKEuWcJyq5bQNjKeegSSx5HK0U5hAdTUsEdd8rkVGUvlKevANfMIR9ZweTrrlyrES5g+IQTG0BE8ZetdrZ/vj3tiyHle/yA6qmzsrwvkzZZ5zHnzsz95EyRFSZxxULA4T4njTrQfObMEB6PD68erAzts9Q2Fy1VKVcg2MBnOgZwXsaIZNKQ04PraXyu+9Ylwfvn+xDa7/4usefycj63R4f3tExrqxMQBnl75GBNo68f7IPP9l8DLesnoYrFjfkWhwiTSqLnXj0E2vgDYTwqf95TxhqQhDE5EUrqT8Q4pr5K7JSKsrbseStF3jQOI8YbYFgZInDHlcBjMp+y/sEko0sw814pMCIPxhOMu5k/eq5ve0J1S61GPYGsL9t0FzBCVUumOH6JvYloy5PzjlPUHIZY/HS7KZDHCPrS4wlGS5bjvXE/n5b8bdYVlOH05DBpCvJAmIvRqR/WIfKG6Fc9fVDyeG7CWMs2P/gWABbj/XEwzMVy9SnJqoEeVhRrVNvHI1aRaSb+xSTAXE5zRR/UR5XlA8W86DpGMZaDHmD6DXR/273mQF4fMHYu2xP6wDeOtot9NKr7/OY4SUbdxpyxSuZir1l6s2SxynyW+7zpnU9gxYnWUb9xhNHMkbvczLQxon+ET++8NudmF5djH+6bnGuxSEyxPyGMjx8+2oc7/bgnseosiNBEHF8wbAwkX/YG4g3MVYtG/FFvuCLnba0jj3iDyUoKdtbevHn3W348+62+Cy4YrmZKDR5db3Zdq0qgC/u78ArBzuT3pHKtYe8AcP+QfL6fSN+7G0dxOGOYfR4fMKS4zJaYUfqcz6q8iYB2t4ZUZEQ5WcSY0IjQY1cSCPyd3RbSX8brd5VW45GDTehIq+9PyVCD5pih4c7ksfICLFHT6z4GskZX1/R30yxzZ7WAXR7fDGPIxduG90DS16W6HAzN2iikLdMhThyHs+VNOPd1DIklK0ZRPsyM4exv23QVKsEOWxWYgweXxCno54i2eOY0HZDMdnz9K6z6ImGkMryiAr8KDnZOyJ8zuQ/ueC6RvZv1qttbZKlTyMPL5XWKmSgjQOcc3ztD7vR6/Hjx7etQhk1pJ5QXNBciwdvWoYtx3rw9af2ZqTHEUEQE5fTfaOxnljK98XO0/Eqig5VYQWr75U9rQNoiRo7DIkJ6uoy8PI6IjoGvbFZ83gFOB0DTeezQCiMvWcT+xCpQxW1Qo1EtPR4cKhjCG8f68H2E9phRwGtHDTVWZ8WhBxpDbuoSIhytp8pjiuqsinzzJ427DsbUVxlDxoDS6mJuJwfZVSoRQ+REeAPhvH0rrN4etdZHFL1gzNCYsn5dED8HlQue2Fvu+H+RfK16eR+yZ6YMX8o6V6TJKWRl/r39rA3mOQtz6QeoFegQvlRKMw1n81YiKOGWKnKK/L0+xXFcXoUlSfbouGjyiOpPepDUcNafhZEYa6RfSd/tvNMf2wCSM+zCIgK4GhNxMjbCxcn7AsAxvziyaBUUm+piuM48N9bTuDVQ1345+uXYOnUilyLQ2SBW9ZMx5n+Mfzw1aOYUlGEe6+Yn2uRCIIYR7QUHCtfzEoDQT1zrNyPWWVba7Zb3rNSmVMXcgiEwgiFeczwuWHlVE3lbnAsEKsmOaumJGm5nvLXNezDbFdcFXHbk+eNrSiPoj5rWiGZepPzz+5pw+zaEpRrTKgmedBUcprp2Sbvo6XHg5YeT+xYjKWm0Mmot42EtprbVmQAmfGaaGGXmPD6yYZ4MNqIu3/ED38obNigOC5f/CkYGgvg5QOduGheXewzxuLH9QVDSW0VgMRJiTCPeHCUWLFZ1F7NVPqMcc6TnkMODolJURnF3mlb9ExePtCpWZiopXsES6eWa747tMTVe/ZqSlzoHYn0aFszq1q4TyPPvFY+q1G+7RmNpu/HujyYU1cSLwKikCVRtkSPohbypIvW9WztH8WOU/FQRa13TSoGMBloWWbn6X5894VDuGpJA+5YNzPX4hBZ5N7L56F9YAwPvXoUpS477rpoTq5FIghinNBScNoNig5ofW2rFTWlgpBuL1RZOUno6aRs/Mu5sDmylqzK/kwiw0RPNVGHH7ocNngDIQTDHKVRw82KbvOmII8tGIpUwit22hIUab1wylCY41iXByunV4rlDidXP7R6XdRKn5zHrDQuUkG9bSRPxxwiIyDVpsZAxJuizjNTsqd1QLc5upYsnCef58neEeG5j5nIC0q1gbqMHJockzOF68cVBo0yr0p2UolbAcT/1jLOgMgkQEO5S3iPhsJc6D02QlLMpbwvygnVNPrif2sZNHrpIoFQWHO5PxjG1uO9MU+cjJEHrWtYPzRR1KB7enVxQqEZ0XoyqUxyUIhjFuke9uHzj+9EQ7kb/3bzCiqpP8FhjOG7Ny/Htcun4IHnD+LX75zKtUgEQYwD3kA4FmKlxqjqWTz0SF+hU37xWw3HUlemk0PvEjxoApnUyDJ6AyFTxQJk9JRf9aGcNgkv7u/Aq8oKiSZkkxGFRAVCYdglZtj8VoSWbZI0w8+tK+W6uXyW9qS/bY/Hh3cEVUFFiO6tIa9xC4bxIhRTmJPP02GTknKPdrUOaCrHynMVPadauX4i1AUwUvKgiT7jyoqFom2sHYcjOSxx79lBnDLh8VVjl/RNCO3ecnG0nhm996Z6bF32eL5uIBRONM40QjvDqs/VTcCNkAt8qGUZ1nhWXhMUvDGCDLQs4QuGcPdjO9A74sPDt6823YiUKGxsEsN/3roSly+qxzf/tA9P7mjNtUgEQWQZbyCUNINuHnEIjVrxSmggnKYhEPdCiEMctfauPOwWg0qCSvSqDspKnJxzZ9iHKwXLJRjmsEnMVCEU3WMrUI9p/2gAnHPMqilJUBj15dIxXFP0oA17A0k5b9tP9Gnm8qhRhmvJpKK8Z4twzPORbKHZbcmeR865sJphZFn8b1HF1beP9cAbCJm6FuoqgHKlVDXXLW/C7NrkMGBZVrVsXPEmSLcFQtewD8FQOMmw0ru+6v2XueOBd6L8MyXiZxkJ1y0VQ1a9jVIMLcNO/c6My5bOVAgQyGJfRzLQsgDnHF9/ah92nOrH925ZiWXTKO9sMuGwSfjRbatw4bxa/N2Tu/HHD8hII4iJTqoVXOXN1AqEWrdRLjfbL0wLkaxK4+VYlzj0T90zKxPINopeEQOzlfW0lL1AKAy7jRkqlCK0ipao26oc6hhCmEeUVodN+zg9Hl9s2zN92uGvVi6x0rh+7VBXUqXFTJV8zweCyhBH1b3gsEmWDBalZ1nL87HteC/2txkXRlGH6u48EzF0Z9eW4NKF9bHPJYklFKdRPssJnmL5tyKUU9nXLBWOd3vgD4V170816vGsKYn37zXaj+geDoV5wnVLyUDjagNNOZ6J68ZDRbUmqSwfPgGzjalTgXLQssCjb53Akzta8aXL5uHa5VNyLQ6RA9wOG3728dW461fv46t/2A1fMIyPnTcj12IRBJElLPUoUxDLBwuLP4/9r1BktKoSmkWkFClVLVElvWAobCnkyyy+YAjtg2Mxb5LyvIOhMOw2SRXeqb0vvVBKm0E4lhYDo/pFK5SEOQdj0A2llL2Js2pKdAuJWFEcJQakeUsUDHEPWvIYaVWM1EJZHl9rgmXIGzDV41TLc1Nf5tat3P3MnrbY37LsbQNjpu87eRsrho7dpv8seHxBHGgbwuqZVUlGsPLWNprw4EguTrO7dSDhXWY1b/NM3yjsUcPQZZfgC4YNIwq6h31J+XnJVRxTw0pjaquQgZZhXjnQiX954SCuXTYFX7psXq7FIXJIsdOO//7EufjcYzvwD3/cC18ghDsvmJ1rsQiCyCNkRSG56ETk96g/iCKHLUEBM8prM0Jk4BmF/4m2Odo5jBF/KFbMIxVO940mFChQGmORY4ax60y8iMRbR7WbWYsq9ckY9VPKBKEwN53npmecDYz6LRmGNsYQSkPVtEkMG5prTTUKTxeJsbQ8erIyLqpMGeapNCcAGsrdwl5mVtAKcbZb8FZta+mFLxBKyJkzKvByomcEPR4fzpudXEVRC5egUqqSva2D6Br2onu4OGmMld4/oxw0zpMnmtpU+bBWwrW9gVDCRFhVsRMdQ17YJWV4dnIkwtbjySHWYc7x3sm+JHnyCQpxzCDvnujD3zz+AZZNrcC/37I8occGMTlxO2x4+OOrceXiBtz3zAH8dPPxXItEEESOqCt1ociRmJ8k6ycnexKrqIU5x8CoHy8f6MTLBzoTcr7S7bEkyn3yGOTQiSrEHWgfynh+knJC2h8Ko6VnJG3lGYgYoONRp8smMe2mcpnYt4B05/AZWFJPuGxhT1MvUnosRMq/VrEePYwMFjUbmmsFcoknTRwCI0brPhwY9ScVNBF5oZQc7RpG/6g/qcebHlqtI2SUVSN3qypsKg0gMzloRg6mkAUXmnpiSmT8mvVohcI8bePsTN+ocNwzVRCQDLQMcaBtCJ/e9B6mVhVh0yfPQ7GTnJNEBJfdhh//1Spct6IJ//p/h3D/swfSziEhCKLwmFVbguoSZ8JnLT0edAx60dKTmPfFOUfbQMQwSacPlQhROJSRxybTMmihND43H+6CL5C9HI9skM152YoisWKd7iEZM96J0luyemZVysdKJQ9QSUARxqq+jY16qGlh5AlKWt8gRFCJzYIHTUTkcTDWF0ZNtBKQURb6ECEbGKKQYaWxaGRsizxoaqwEAwRU8ojCltUyax0+E3mZWmHt6lGRe0RahQy0DHCqdwR3/OJdlLrt+PWn1yZ9AROEwybhoVtX4s71s/DolhO49/e70u67QhBEYaEV/rbrTPIXfTis39dovOkc0i5DraXspKKMq5Vuf0h7DKZWFlnad6ZsJ7UHQmk4MZZ5X5TDJuHShfUodpqrDmkVBmPvYqlCqS8XGIqiz0RYCfkT4VV8b2bq+bB6n1rxAqbrMRTl2omw4jk0W1XcazC+ZjxoRrlxVnLnkjxoguOr9QmlwAwAACAASURBVCqtd1M2J37Uz9LgmHEOowgy0NKkbWAMH//vdxEMh/HrT59n+QuDmDxIEsO3rluMv7t6AZ7e1YZPbXovK0n3BEHkJ1Z0tXyrvKcXyniwXVzlbl59GepKXcJlWqgVLD1FymHBkwEgYxaaWjFVhq1ayXVrKHebWk9iDGVuh6XKjlZgJqIylecoWre5rtTksRK3Xje3xtR2MlbCe+fVl5laz2r9GCsGXboeQ24yr86KB63UIMJL7iMmevaUshgZ2wOjgaSG0WosGWhB4xBH9XtTa+/dFvo4WqW6xInZtSWYU2vumdCCDLQ0ONM3ir/42Tb0j/ix6ZPnodnky4CYvDDGcM/GZvz7R5djW0svPvrTrTjTN2q8IUEQBY9WboLI0BgLhBKKZ6hxWjVOVFhp2mzZEFJiUT/tHUlUnPQUKStyKfW2VBpWK9HzikiMxa5zrYFx6nbYhPlMyfeJfknw9FNemGHejFIZFolhNudePfbpXgs9FjeVm1rPqgxW1k/XgwYkX3eR0We2suu6OTWG10rumSeqbMk5j90rRsbn8W4POgzyRwM6OWjq4kNJBpoJy1o5dukay2ZhYFg+rRJFaXq8yUBLkRM9I7j1Z9sw7A3iN3etxcrplbkWiSggblkzHb/85HloGxjDjT9+G++dFDfSJAhCDGPsHsbYCcaYlzG2gzF2oc66UxhjjzPGDjHGQoyxTRrr3cwYO8AY80V/f8ScLGZlNreeGZThPi67hDWzqhN6FBlhpDgqldBUDTQOntXiE1p9mFbNEOdIybKkex30cpCU+55r4FVy2BhcjmQl7qolDQn/x3vEZceFZsaDpix2IRLDrO6r9jBm00Azi1W93cr66RaMCKv6vU2pKMJVSxoF65m7N+pNem0BcbVYjvi7w2runogzfaNwC54BIPk5VTcDN9PPTRkGm9ZEkwXk65WuPUgGWgoc6/Lg1p9tgzcYxuN3rcXyaWScEdbZMK8Wf/qbC1BR5MBtj7yDP7x/JtciEURBwBi7FcBDAP4FwDkAtgJ4gTGm1WzQBaAHwHcBbNfY5zoATwD4DYCV0d9/YIytTUXG+Q3JERVqZbSiyAGnTUpSPKx6x65a0oiplUWYXm0+xN5oFt2pqGxnpbFt0nGyqH+LFK4lTeWaqQby8KdrNKpn4rnGMqNzt0uSUBLZGFLfL1ZDHI0MRBkmOJYa5XmJPBFmx1S56drZNaZDQvUKW5gNFdXCqhE1vkZlYhXH2bUlwjELGnjQXHYJFyi8tdctb8K0Kv33hcgrx3n8+pv1SBkVJbFLDNcsS+4ZrLY5AwmTUraE67Bxfj1cdn2PVTrvMUtE5U7XOCcDzSLvnujDRx/eijAHfvfZ87GkqSLXIhEFzJy6Ujx1zwVYO7sGf/vkHjzw3AFLMdkEMUn5CoBNnPNHOOcHOedfANAO4HOilTnnJznnX+ScbwKg5a7+MoDXOecPRPf5AIDN0c91EX0Ni5Q4tT7DGINNYgmKx/UrmjC9utjokEn7AayF8Bh50GRlZlpVcVqhQbJsWhUI00Gdg2KXJDTXl2kan/KnWnqTugWCFnqKntMuKY5j5KXUuE8khovn1+HiBXUA4gag1S5fzfXmc2CMdEmls0TU9868FzmyostuQ2OFG0yx38sWNQi3OXdWNS5orsWCxuRJj6bKIpw/JzmPzaxxCmgbXC67DcumJut4491CKTE8VzzWRnqDy2FLCLmVJP2m3jaJJVVNjEoTe3eYHYaKIv3CeRJjprxbyhL6LocUGwfOI4VPSlz6z28mPH6A9n0qMyU6QaQ1PGbfp2SgWeCpna24/dHtqC524sm71wlnSAnCKhXFDmz65Ln4xLqZeOStE/jML9+z1KSUICYTjDEngNUAXlItegnA+jR2vU6wzxfN7FOkiIv0DcZYgnIlseQva8aY5b5MMnVlrqRZZK1JRK+JKmZXL23EOdMr0/I4yedrNLudClYMRy3jZqlCARcZACKUip5auXfZ44qjxPQrTUoS0zRsKoudSZ5UbYU6PYPBTAsFtdemSXVeZiWIG7dyGFh8y1KXXaioVxY74LLbhJ7l1YJw1ovn1yVcVyO0bqNytx3TqqxNlmjhstsMPVYiuCrEkTFxvqBWHzYZq14/l90mzEED4s+d2RZmWpMzsqFv1uBV9i1z221J42AUeZBuBdHYfgzknV1bAkB70sKs15gMNBNwzvGDl4/g3id2Y9XMSvzxnvWYFb0ABJEJ7DYJ/3zDUtx/41JsOdaDa3+4BTs1emwQxCSnFoANQKfq804AyckZ5mm0sk/G2GcZY+8zxt73DA2I1sCiKYlFCtTf6xJjwkquVpLLp1TElT6X3YarlyaKW+a245zpyUqskUIXDkfDiCQGlyN1VUGe2XemaHTqoTYcjfQeWaGT83Xm1JZibl1pTAmXGNP0oq2cXhkrr6/0oF2zbEqC4aQ2RNfMqtY0TiWmbaApzyeeg6a9rhbnz6kxZcgajZ1WnlB8B+bkkQ0wWfdXK6tXLWlMmvyWjQuRB0Sk3FudUNA0XljmwuKuXtqI1TOrAUS8eyVOuymjSV1mX+tSGuWgibZbOrUCs2tLcOnC+qRlLruEgMArV1vqEnpQ9dAKcSyJ7kedW7mkqQLr59bq3u9uR3J48MoZ+ulGhvewScwau1rrmQ19JAPNgGFvAPf85gM89OpR3LxqGn71qbWoLKY+Z0R2uP38mXjy7vVgDPiLn23DL7acyFpiOEEUOOoHgwk+y9o+Oec/55yv4ZyvqamOKF7TqooxsyY+e6pWNNVfzFrf02YViWuXTcG5s/SbBjPFcayETipPeo7GhKSRosF5XLlUKrqXLqxPMiRFlBiUA5dYYrid0atSFndBQxmqS5xYOCXZY6bchbK318yakpgRoiwSojZ+HDaWZCBoKdUS0zcm5GWyB8VsiKNyTBrK3fjw8ibMqS3V9Qap5WiqLEJdmQsXzqvDqhlVSd6fVMyWiAyR/cgGhfoWsklM00NhOoxSodmqQxTV9+zUyiKdkFjj6paAtecKiEzAXL64AdetaDIMqx0YDSQ04BbdL4wxwxw0kbHgdtiwfFoligXPmcsuJekeNSUuzKwpwYrplThnelVSPzW3w5bUVqO21KVZzVR+z6lln14duff03oNuhy3pfjDy0psNYVaTXHk0pd3EaKqM5EwatSAhA02HQx1DuP5Hb+OlA534x2sW4j9uWZ6VWUCCULJieiWe+8KFuHh+Pb797AF87rEPUm50SBATkB4AISR7tuqR7AGzQkeq+5SVuEAobFCCXbUdGKoUE37rork0VcVOwy/vhY3lsNskoQJ5w8qpSbIB1jwwSuWsptSF65Y3JSyvLHZigSDMXy2PbFTIhozbYUOZ22FKmdoYzcHSgjGGyxY1CKs2zq0r1azmWOyy48J5dcJwOuUYNVWIjRKta1zmtieOt0JOERJjusqeeplWmpFy99OqinBBcy1WTq9MUHCXTavA6pni8WiuL01Sdpsqi7B+bi2qS5yYXl0MFvUuyr2d1OszMMyoLsY506tw5eJGXLNsSpLiv2xaBRxRHUo20LRy8ETnZ9pAU/w9R5WLtmZmVWxcGsvdWDWjSvMaqI+nZTBoPatmPJdqL7uaUX8Q/YqUByYKnYZxDppeTp5ITJGuuz7as85hkzCjJtko3dBcm2S5r5lVpTkO6ufoguZarJpRFXs3rNGZfHI7bJY9pWoDbbHG2C+fVpnwzKrl17uuyntEy/CfWVOCi+fXCXMnlZC1ocH/7mjFjT9+Gx5fEI9/Zi0+e9HctCuyEIRZKoodeOSO1fj6NYvwysFOXPdfFPJIEADAOfcD2AHgCtWiKxCp5pgq21Ldp/zV4A+GdY0gtTLKwXHR/DosbCzHurk1sRLYNolhvaA/lkyZ2246X8rK15ayTL/6NJTKxrz6Mlw0r1aY05Gkk0R3JIenmTUSHXZJt5w9ED83kSK0dGpFQv7X0qaKmDqXHJUgFkpU1AXQzmVZGs33SzZeIiSFvEpMN1xKXlYWDa3UiqaQP64qdmL5tIhhJntyzVBX6kpQdVfNqEJTRXJlxCuXNGLZNHFuF2PAOTOqMKOmGEVOGxw2KSHsTh47hypMUaTDqsdEVsTN5hxq6Wouu4T6MldsYsHlsOleA/Wnl2l4fkVyXbqwHpcbFJMAIt43o6ITejIBkfEKahhoF86rww0rp6JRcD1j+xQWNDI2nNWUKDy3bocNDeXumLF1ycL6pFw0+RjyfVJb6krwRup70CTLniz1/rTeL9OqinDd8nhVyaT7UeN+2dBci4vnxyeVtMRz2Bgqi52G42ktkHQSMDgawDee3odndrfh/DnV+OHHzkF9WXolXAkiFRhjuOuiOVg1swpf/O1O3PzTrbj74rn40uXzspJwTxAFxPcB/Jox9i6AtwHcDaAJwMMAwBj7FQBwzu+QN2CMrYz+WQ4gHP3fzzk/EP38IQBvMsb+AcBTAD4C4BIAG4yEsUsM5UUOLG4qR/tApDGr6Ks38r2evETL2Fo1owpOu4R3Wnpjnym9Y2awosPUlblijaL1DCm5AbCck6VEYgwhhcEj/2W1EqRsjJw7q1qzT6SsOGntWalHVZU4wXpMHVmxvTi0SZ03pRV6KI+hvLo61EurIl9sucSwfm4tyovkXJ3E5eVFDgyNBWL7WDG9MqVeT5FiJXFBzIXsGV/PsMJouHxRJM9JfR+Yq3Ya+d1Y7sa8+jK4HRL2nh3UPK7WrXbZogahUq6ZghZdsKG5FqP+EOw2Sag0i86hTPBsaFHqsmNuXSmOd3sM102+JyNeWC0DrdygxL2I1TMj752TvSOG67rsyW1CgEh492xFaHS524FzZ1XjnZbeWN6tPNGRSly60yYhxOXQX2OKHDa4Vbm0etEOynG2Sww+RDxfoqgBmeoSZ8J2WveV2WeUPGgKthztwVX/+SZe2NuOr105H499ei0ZZ0TOWT2zCi98+UJ8dPU0/GTzcdzwo7exT+fLiSAmOpzzJxApf/8NALsQMaKu4Zyfiq4yI/qjZGf050IA10X/fl6xz60A/hLAJwDsAXAHgFs558K+aWouWVCP2lKXbp6Q1Upq06uL0y5Pr3XM9XOTPXSJqyafx3mzqxOMyboyF2apPDVKnUeZgybShWbrFNuyRT0t6mqBSuRql1aT8bWMT8YSlyVV2Iw1uo781sqRWzG9ElMri1BTkpivrpZG0qjIp0RZmVPd527V9CpsXFAfy+9LNcjHLlmv06k+lqhIhbLIhBzuqFaKRV6EZA+afEyGxU3lwubeettb+fxDS+OeE/njGpVnJ3l7XXFMoTYezB5LXWhmRnUxzp1VHfvfSuSXPA7VJU7Ul7lNFQPZuCBieMsVFGPPiGDdEpc9ISdQfr5SSbO32yRTIY7y+3NBY1nSWGgZSuq9ynLaJSYs4FRR5EgyziL7MRfaqQV50ACM+IL49xcPY9PWk5hTV4I/3rGemk8TeUW524F/++gKXL20EX//v3txw4/fxifXz8KXr5hvuaISQUwEOOc/AfATjWUbBZ8Zfityzp8E8GTawmmQpCBaVExSKb+vZXSpjQcgUTERKU1TKooSqkYCQKlqhl4rB01WhpTvq+XTKtFcX4qXDySm+RU5bIbFTwCgOKosyVFzRpXsGiuK0No/llTcQLmZcg9anhwgUso9SVmLLi912bEmQUlO3l70vxHN9WWYU1uK5/a2I8w5JCniqYkbwalZCnrl/rVQry4qCjqlwp1QGl0+luG+NUJLtY4tr2NUUEvryMpxUxaz0RM1Up1TQm2pCz0en+5xzTCtqhj724YM1xMVrFCe9opplQljbPayXre8CYwljrXTLgEGp+Z22PBhVX4qYOyVBJSeaOsWml1iCJg4OXm8RBVTRS1OOOfJXkopvg8RM6qLk3IdI+tHfpe67KgqcaLEaUePx0dVHM3yxpFuXPmDN/HLbSdx5/pZeO4LF5JxRuQtly5swMv3XoS/WDMNj245gcu+txnP7G6jSo8EUQCkoj4rlYIrF1vvIqBWBpY0lWPZ1AqhAqX8zOwbRT0bXFsaMfzKixyYU1cSUx5ddglrZ9fg3NnGhldzfamwspxMY7kbTkWBFDm/zchAm1pZhA8vbxKGZsokljRXK3DRdcBRWeyMebbkSBstmeNeBePwPiOUxpR8/tVRY9tMSfh59WWoLXXh4vl1MXltJjx5atTrhwRjL+pRJqP2Pip7WGl50PRkuHaZds5QfH3xfuQy8DNrSsAYUxSX0R6TqZVFsZDVVMJK1bgdtoT8JbMwVf6ZVoEVI9RhrkCkiIbLHpFLL5/OJrGYsSP/1vIeKQ9hJux5YWO5sEy/3WbO66t3DK1lSR402cjTuMya9VmiO5KkyD21oLEMF+jkFquZtFPvvR4fHnjuIP648yzm1pXgybvXxXpUEEQ+U1nsxIM3LcdfrJmOb/xpH77w25147J1T+LurF9A9TBA5Jp53FM9f2XVmAB5f0HRDViXKTVLZXq2gNdfHQxRLXXbMqSvFnla5j1t8ZSNjR0ap5FyysB4lzkg+jdyORlnJsLE8udqdqLms+sgbmmsRCHFsPxHJxVurqn5mpQGtSCmb11CGwbEA6svc4Ij3tEtSduXxUQnYXB8pH69Z1IDFfys9LmpDYkNzrbDXlxo5z0/eekXUE2kmN1nOHwTi19hqfiCgCGmLeh3CAi1V6369ZGF9gjd4Q3NtQoEJ9fXU8jwqP1aegxnvjRKHTYp5kIDk3EEjUm0sr8aoKA4Ql2lDcy22HOuBxOLXUZSSk05xu5pSl6l2GEocsbwy8ftD+V6J5aDpvGoWNJZhVm0x/m9fR+JxpPgEjd4EtV4hIbO3fWwfmvePlqGnHe5phknnQQuFOX6z/RQu/d4b+PPuNnzx0mY8/6ULSbElCo5zZlThz5/fgO/cuBTHu0dw80+34dOb3sMBE2ESBEFkh7qyiBFSGc19qCl14dKF9Ull6s2SatiaDIO2onnZooaEPLAGhQFl1imvNCjK3Q7YJJbQK5QbGAF2m5RUAlx97JpSl24VOrM5HVpUFDlw2aIGOO2SblPgZdMq0FjuRo2grLpexbnYbniklYLSc6WkptSVFH6ptz+l8mmlKIWM0yCHT4+FjWVYPq0SK6JVHUsshNqXq9os1JQm9ryqL3NjSVM8V0krt8dqrpkeSg+SbFyY3YtokiEVzNzH8rmJrl1zffw5ylW/XtmbGAgJYl6R2JIgloNmsE+tipJ6o3XhvDqsnV0Te8ZE65a47AneTy1DO26gJS+7fFEDZmjkJ8rrp2okTyoP2p7WAXzjT/uwp3UQ58+pxnduWIp5OhVZCCLfsUkMHz9/Jm5eNRWbtp7Ew5uP45ofvoXLFtbjMxfOwflzqqk9BEGMI02VRfjQ0ikJfYQYU4alxdc1YwOl4jVL2N7C81/itONDS6fghX3t5kMcDbxX8n70+32pF1oL2U7FA6SF8shqA6rUZU/y3lnbN4ckMVOhiHrEPUjp7ef82TXoGvam1N9VkljMuK8tdVky0MzQXF+K/W3iYliS4FlSku7doPaCG5HuMypjxUCLHzv+t9JQXD+3BmOBUEbksoJ8L/mD4mdYlINmNBkkrze9uhhn+kYV+9LeRg77PdMfWZ8jfl+Uue24dGEkZPOaZVPw9K6zACJeyV6PX9NzLrof9O57pmMcmmFSGGgDo378+4uH8fi7p1Fb6sJDf7kS169oIsWVmDAUO+24Z2Mz/mrtTPxiywn8+p1T+Ngj72BJUzk+ecFsXLOsUTengyCIzJGKwpstip02FDmK0FvjN+ydxpiyspo5I8lQqTSh7MpGntMmwR8K64QSScKZeXVvrXRQnnemdASmoYjqVfw02GN0v2kIBaDIaa1fmhaZNs4MMQg5S3dcYmG56e3GMqZCHKO/w4LnymFX/G2TMpIbZxV31DNqJkQ61hvR4DmQJIarljTCZZcwMOrHsDdSpt/MBEWs15oiBFdLtBKXXXgvi0IcL1lYDy52Empub5UJrbEFQmE8vv00/vOVIxgcC+DO9bNw7xXzdROECaKQqShy4N4r5uNzG+fiqZ1n8ehbLfjaH3bjn57eh6uXNuLmVdNw/pyajM44EwSRfzTXlyIQ4jHv3YrpxsWvGGOQnTsN5eZazMSKAmhoIbLypffKaY6GOM6uLUFL90hS6X6ZKxY3CBW/THkwkvabod3Ku5ElTzckTparEGpDnT+nBiHNKgqpEQ9x1FhuUiPWWks20q0o1huaa+G0S3jtUJf5jVIgnicnP1eJRlmumVZVhNFAMClsWYnEGMKcwxZ92VSbCMeUQ2Avnl8fv58E1+eyRQ0IKPqyyfdImPPY+FSaCCNWIm+nDIE0Y0fE7qMUTf0JaaBxzvHaoS488PxBtHSPYP3cGnzj2sUJybEEMZFxO2z42HkzcOua6XjvZB+e2nkWz+1pxx8/OIuqYgcuml+HjQvqcNG8OmE+BUEQ+YVVpV6Zw2OVyxc16OZUKZFnwbWVXeN9SBLD/Gi6gZ6XLx8U0FRQK9WrZlbhdN9oynlCsgFitpBLLjFr6ItYNKUcLd3JzZKNijYYMaXSjRM9DsytFxsRcnhcowXZx+N7dP3c2ti1L3c7UFfqwuKmcrxxpBtAfjwfksSwsFFf17ZJDOEQh8SAjfPrUewy966Rt41PCiUvL3XZAVfi+kDE4+h22HDhvDrLvSWb60tRV+rCFJ08WBHpPp0TzkA72D6EB547iC3HejCntgSP3rEGly2qp3BGYlIiSQxr59Rg7Zwa3Hf9Erx6sAuvHuzEG0e68fSuNgDAnNoSrJxeiRXTK7F0agXm1pXkLMGYICY6TRVFCXkUZlBXucs2Vo6lpywB1vN5UqWy2ClUqNfOrkGJBQVQiah0fCpUFjnRN+KPhb66HbaYQZoK1SVOjPqDEz4SYn5DmXCc5LNONbLVZbfhkoX1mssri524bnlT1jyzelw0rw7vn+rHqD+ImTUlmFldjDePRgwwuQAREPluX2+hZHs+EcshBENFcervNTNXRzbiZa9btaD/oxHFTptlo07JpA9xPNEzgh++ehRP7zqLMrcD37puMW4/f2ZezCgQRD7gdthw7fIpuHb5FITDHPvbhvDWsW7sPD2At4714I87z8bWrS5xYk5tCZqivV7qylyoLXVGf7tQWexAZbETJU4bTX4QhAUaK9y4oLkWbx/rMR2ils9ebjkHrVnDGyEr0dnWdbV6SOlVfzRC1Hw5FZY0lWN6dVFKlRZFrJxeiea6UtNezomG/J1j1oO2bGoFOoa8lo6RC+MMAKpKIhMNLT0elLkjDY6vXNyYscmCfEC+bqnnYEYwo3tMry7G8W5PWu+BVD21XDsS0xQFb6Cd7h3FD187iqd2noXTJuGuC+fgcxvnkgeAIHSQJIZl0yqwLFoimXOO9kEvDrQN4UTPCFp6PGjpHsGe1gF0D/sw4hdXg3LYGCqKnKgqdsSMtsoiB6pKnKgocqCq2InKYgfqy1yYUVOMulIXGXTEpGciPQGSxHDDyqmay8+bXYPW/tGCK1JU7nagpjQzeoSkaj2QLjaJmSrHP9FRK85zakvR0uNJWm9OXSnm6ORE5RtTKiMGmtwIu8ipb4jXlbngzUHFxlSRPb/p5iaqcztFVBQ5dN9PVo5jFbcjMjtVneJ7pLDemArO9I3ix68fw5M7WmGTGO5cPwt3Xzw3wQVMEIQ5GGNoqixCU2WRcPmoP4ieYT+6PV50D/sxOObHwGgA/aMBDI750T8SwMCYH2f6RrF3NPK3N5A8/VzksGFGdTHmNZRi0ZRyLJpShkVTytFY7ibDjSByxLKpFegc8mVl36Uuu2FOSj6ycUHduL6TCs2AzSVaDbaVk465JJUwOiW1pS5LRsX6uYUV6lhZ7IDHl36I7ng9nqkep8ztwKUL6yN5cSlQUG8Ezjm2tfRi09sn8crBTtglCbefPxOf2zg3rURUgiD0KXbaMaPGjhk14oaMIryBUNSI86NjyIszfaM41TuKU70j2HVmAM/uaY+tW1nswOIp5bHGp8unV6Kpgow2YmKiboibawrNwzAeKN8906rMv/dSIdUm5plmamVRQUQfhVOosjheXL8iP65lPrNyehVm1pSkPSmRbh9AmWKnHQ3lyc6dKRVFaB8cS0sPSSesuSAMtO5hH57Z3Ybfv38GhzqGUVXswOc2zsXHz5+VVlwpQRDZw+2wobHChsYKNxZNSZ5BH/IGcLhjGAfbh3CwfQj7zg7hv7e0IBCKfPnWljqxfFollk+rwIro73zOxSEIsxRFc4fqy+j7K9+QS4DLjEfP1FzlO6lZM6s61yKYQs4NTDU3KJvQpKIxNonFwjfzgSsWNwg/XzOzCv5Q7jyyeWugdQ/78NbRSKW5Lcd6EApzLJtagX/76HJcv6Jp0ibHEsREodztwLmzqnGuQinwBUM42D6MPa0D2H1mEHtaB/D64a5Ysu20qqKYsbZ8WiWWTatIOXyAIHJFkdMWa7xK5BeXLKxH/4g/9j8p3PmHbM/S8zO5yfajKUkMbil3tkZeaDaBUBgne0ZwpNODnaf7seVYDw51DAOIuNzvvngOblw5FfPSKEtLEET+47LbsHJ6JVZOrwTWRT7z+ILY2xox1va0DmJ36wCe2xsJj2QMmFtXGvOyrZheiUVTyuCy0wQOkd/QJGN+Uuqy06RPnlNX5sLSqRWYUZ3d0FOCyCXj/hb69jMH0Dviw7A3iGFvAH0jfpzqHUUwWs3FaZdw7qwq/P3VC7GhuRZLmsrzxv1PEMT4U+qyY93cGqybWxP7rNfjw56zg9hzJmKwvXmkG3/8INImwGGLNMpcOrUczfVlmFdfinkNpVSIhCAIYgLAGMNcypkkJjjjbqC9ebQbgVAYpS47ytx2NNeX4soljZjfUIp59WVorp+8vT0IgjBHTakLlyyoxyULIs1GOedoG/Riz5kBKEegWwAADO5JREFU7I56217Y14GB0TOxbUpddsytL0VzXcRgm1dfirl1pZhWVQQ79UskCIIgiIJB7nM800LxskJi3A20V75y8XgfkiCICQ5jDFMrizC1sggfWjYFQMRo6x3x42inB8e6PTjWOYyjXR68dbQb//tBa2xbu8QwraoIs2pLMKumBLNqijEz+ve0qiJqdk8QBEEQeYZNYuNSxCdXUKA1QRATEsYilaJqS10J4ZEAMDgWwLEuD453eXCydwSnekdxsncE753oS2jKbYsabzNrSjCzuhhTKt2YUuHGlIoiNFUUoaHCRfluBEEQBJEDJqpxBpCBRhDEJKSiyIHVM6uwemZVwuecc/R4/DjVO4ITPXHD7WTvCHad7seQN5i0rzK3HdUlTlQVO1Fd4kRlsQPVxU5UlThR7rbD7bCh2GlHkVOK/+2wwe2QIDEGSWKwMQZJQuS3/JkU6fIS4hzhMEcwHPkd4hzBEEeYc4TC0Z/oZ4FQGIEQRzAUhj/6d+SzMPzBMIJhHvtbuSzx7zD8QY5gOIx/vXk5hZwTBEEQxDhDBhpBEEQUxhjqylyoK3MJewKN+ILoGPKifcCLtsExdAx60TfiR/+oH30jfnQNe3G4Yxj9o36MKjxx+QxjkVh+p02Cw8ZgV/wdCIXJQCMIgiCIcYZxRUNGw5UZ6wZwKsMy1ALoyfA+s00hygwUptwk8/hAMo8fhSh3OjLP5JzXZVKYfIMxNgzgcK7lKGAK8ZnIJ2j80oPGLz1o/FJH8/vRkoGWDRhj73PO1+RUCIsUosxAYcpNMo8PJPP4UYhyF6LM4wmNT3rQ+KUHjV960PilB41fdqDyZARBEARBEARBEHkCGWgEQRAEQRAEQRB5Qj4YaD/PtQApUIgyA4UpN8k8PpDM40chyl2IMo8nND7pQeOXHjR+6UHjlx40flkg5zloBEEQBEEQBEEQRIR88KARBEEQBEEQBEEQIAONIAiCIAiCIAgib0jLQGOM3cMYO8EY8zLGdjDGLjRY/+Loel7GWAtj7G7V8jLG2H8yxk4xxsYYY1sZY+eq1mGMsfsYY23RdTYzxpbkucybGGNc9fOOWZmtys0Ym8IYe5wxdogxFmKMbdJY72bG2AHGmC/6+yOq5eM21hmUOa2xzrTMjLEljLEno/cOZ4zdl+5x80Hm6H2hHueOHMp8F2PsLcZYH2NsgDH2OmNsQzrHzRe583Csb2GMvR+Vd4Qxtosx9ol0jlvITJbztAJj7B8YY+8xxoYYY92MsWcYY0tV6zBm8P3CGKtijP2aMTYY/fk1Y6xyfM8m9zDG/jH63P9I8RmNnw7Rd9kvo/efl0X0hYsVy2n8NGCM2Rhj31G8104wxu5njNkV69D4ZRvOeUo/AG4FEABwF4BFAP4LgAfADI31ZwMYia63KLpdAMDNinWeAHAQwEYAzQDuAzAIYKpinb8HMAzgZgBLAfweQBuAsjyWeROAlwE0Kn6qszjWswD8EMCdALYC2CRYZx2AIICvR/f59ej/a3M01pmSOeWxzpLM5wL4DwC3AWgBcF+6x80Tme8DcEg1znU5HOffAPg8gHMALADwMCLP7rxMjHOO5c63sb4UwI0AFgKYC+BLiDyH12RqrAvlZ7KcZwrj8iKATyLyvbEMwFMAOqB4F8PE9wuAFwDsB7Aekff/fgDP5Pr8xnkszwdwAsBuAD+i8TM1ZpWIfHf9CsB5iOhylwFYRONnavz+EUAfgOui3wnXA+gH8E0av3G8DmlcwO0AHlF9dhTAgxrr/yuAo6rPHgWwLfp3UfRL/gbVOjsA3B/9mwFoB/B1xfKi6E3y1/koc/T/TQCeHa+xVq33LMRK1hMAXlZ99gqA3+ZirDMhc7pjnQ2ZVevsg9jYSee4uZL5PgD78nGco+sxRBTCL2TiuDmWO6/HOrruB8p9pjvWhfIzWc4zA+NUCiAE4Lro/4bfL4gYvBzABYp1NkQ/W5DrcxqncasAcByRSZHNiBpoNH6G4/YvAN7WWU7jpz9+zwL4peqzXyKqW9H4jc9PSiGOjDEngNUAXlItegkRS1nEOsH6LwJYwxhzALADsAHwqtYZi15UIDIL0qjcD+d8DMCbOsfNtcwyGxhjXYyxI4yxRxhj9Xrypim3GbTOTd7neI+1GYxklrE81lmUOWvHzZXMCuYwxs5Gwx9+xxibY7TBOMrsBOBGZNYv7ePmSm4FeTnW0TCXyxDx/r05XsfNBybLeWaIMkRSKuT72sz3yzpEvJFbFft5GxEP82QZ358DeJJz/prqcxo/fW4EsJ0x9kRUF9jFGPs8Y4xFl9P46bMFwCWMsYUAwBhbjMgkwfPR5TR+40CqOWi1iBgmnarPOxG5aCIaNda3A6jlnA8D2AbgG4yxqdEY2NsRuchTFPuAxn60jptrmQHg/wDcgYiL/auIuNxfY4y5DGROVW4zaJ1bo2I5DNbRIlcyA6mPdbZkNiKd4+ZKZiDiObgTwIcQCe9qBLCVMVZjsN14yXw/Il8Of87QcXMlN5CHY80Yq2CMeQD4ATwH4Iv8/7d3fiFW1FEc/xzJkv7QH0qC6I+SFdHDElRsZIIpPuxTUoZB9GIkCgVFhEhvRUVqLVhvhWnQQhT1FD0EFtVCaC0YFmG6QqVlvmxFua6dHs5v23Hu3Xvv3jv3zrT3+4GB2fs7d86Z752dmfOb3++M+4fd9lsx+mU/i2AYGCOul9Da9eVK4ISnrneAtP4rfaCvmT1CTJt4pk6z9GvMUmATMcxxDXH8vQBsTu3SrzEvAnuAg2Z2mhia+Ka7v5bapV8POKe5SUM897fV+ayZffbzh4A3gB+J4RBfAW8Dt3bot5Pvdhyzu49kvn/AzPYDR4Eh4L0uxV3UNnupdcfbLEDrbsTcClXTubHDmZvxcBiFWA4DDwM7WtlE7u/CYjazx4FHgVXuPlGw357HXVGtfwcGiKFr9wA7zGzc3T/ust8q0i/72RZmtoMYUXKXu5/JNTfTrp6O815fM7uRGKa33N0nG5hKv/osAPa5+5b099dmtoxI0HZm7KRffR4gOrofJJKzAWDYzI64++sZO+nXRdp9gvYbkYzks+DF1GbU0xyfxX4KOAng7j+4+wrion+1u98OLCQmyE5vgzn6LTvmGtz9ZyKhW9Yk5nbjboXZ9u2XTDtt+i0r5hrmoHW3Ym5GJ37LirkGd/+DOJGXqnNKcp4lClZ8WaDfsuKuoQpau/s/7n7I3cfcfTvwDjGxvKt+K0a/7GfbmNnLwHpgpbsfzjS1cn05DizODEsjrV/B/Nd3kHhC+42ZTZnZFLAC2JTWTyY76VefY8DB3GffAtekdR1/jXkJ2ObuI+5+wN33EJ2B0wmv9OsBbSVoqUdnP7A617Sas8ebZhkFVtWx3+fup3Pb/9Pdj5nZpcTj6Q9S0xHiR//Pr5ktApY38Ft2zDWY2eXAVcRJpCFtxt0Ko0222WutW6FZzDW0qnUXY25IJ37Lirke6di4iRJ1NrMngOeAIXf/rEi/ZcU9i33pWtdhAXBeCX5Lo1/2s13MbJjogV/p7t/lmlu5vowSHZ+Dme8NAhcw//V9n6h+OZBZ9gEjaf17pF8jPifmxWa5gRhNAzr+mnE+0fmU5QwzOYP06wXtVhchHoFOAhuIai3DxNyJa1P7bmB3xn66ZP0ryX5D+n62ZP0aYp7FEuKHHyPmXyzM2DwNTABridKeI8yt9HtPYyYO0G3EgXkdUY5/lHiq0zTmduJOn02f1D8l5rMMADdn2u8kngRuIW72thDlovNl9nuidRExd6p1l2I+N2NziCijPgBc36rfisa8jejRXQLcQVR9migx5qfSNtdxdjn6i4vQueS4q6b1VqLjamna5pPE/+HGorT+vyz9sp9t6PJqOkZX5o7rCzM2Ta8vRJnuA0Sp+cG03pdluslUcZR+TbW6LZ2TthLz+O4nXn+0Wfq1pN8u4r5piLiXuhc4AWyXfj38HTr8ETcB48Apoifx7kzbXmBvzn4FMUfrFJGBb8y1ryNKyp4ieod3krlRSTZGlJ0+RlRP/AS4paoxE6VHPyImRk4SPTi7iOGQ3dTa6yzjOZv7iPcrTRKP/9eWrHVHMRehddExEye3ejb57czqt4oxM3MyngR+At4lcxNfQszjs9jsKkrnsuKuoNbPE6Xk/yLelfMFsH4ufufT0i/7OUdN6h1DTuaVHbRwfQEuA94ibgQn0volZe9fSZru5ewETfo11muIeHfc38QTx8cAk34taXcR8WDiaDrPHybmRC6Sfr1bLIkohBBCCCGEEKJk2i0SIoQQQgghhBCiYJSgCSGEEEIIIURFUIImhBBCCCGEEBVBCZoQQgghhBBCVAQlaEIIIYQQQghREZSgCSGEEEIIIURFUIImhBBCCCGEEBVBCZoQQgghhBBCVAQlaEIIIYQQQghREf4F/BDkQwxrguwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_trace(trace);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 993.6x331.2 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "az.plot_posterior(trace);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot results\n",
    "_, ax = plt.subplots(figsize=(14,6))\n",
    "ax.plot(observed[:,0], 'x', label='prey', c='C0')\n",
    "ax.plot(observed[:,1], 'x', label='predator', c='C1')\n",
    "ax.plot(competition_model(trace['a'].mean(), trace['b'].mean()), linewidth=2.5)\n",
    "for i in np.random.randint(0, size, 75):\n",
    "    ax.plot(competition_model(trace['a'][i], trace['b'][i])[:,0], alpha=0.1, c='C2', zorder=0)\n",
    "    ax.plot(competition_model(trace['a'][i], trace['b'][i])[:,1], alpha=0.1, c='C3', zorder=0)\n",
    "ax.set_xlabel('time')\n",
    "ax.set_ylabel('population')\n",
    "ax.legend();"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
